**Instruments Affected**: MIRI, NIRCam
Tested on MIRI Simulated data
This notebook processes a set of images through calwebb_image2 and calwebb_image3 and examines the output table of the source_catalog step.
This test uses simulated MIRI F770W (options for F560W or F770W) data of a crowded star + galaxy field.
The pipeline documentation can be found here: https://jwst-pipeline.readthedocs.io/en/latest/jwst/source_catalog/main.html
The pipeline code is available on GitHub: https://github.com/spacetelescope/jwst
The algorithm and discussion for this step can be found at the following page:
https://outerspace.stsci.edu/display/JWSTCC/Vanilla+Point+Source+Catalog
The steps of this test are as follow:
1) Set up data path and directory and image files name.
2) Run output of calwebb_detector1 through calwebb_image2.
3) Run output of calwebb_image2 through calwebb_image3.
4) Read in output table of source_catalog step and print ecsv table
5) Display image and overplot detector sources from ecsv table.
6) Look at plots of total flux in Jy and AB mag.
7) Look for matches between expected source positions (RA and Dec) from simulated catalog to output from source_catalog.
8) Compare magnitudes and magnitude differences between input simulated catalog and output found sources.
The data used in this test consist of a set of four simulated images in the F770W filter of MIRI, at four different dither positions. The data have 4827 stars of varying flux levels and just over 200 galaxies in the image. The MIRI Image simulator (MIRISim) was used to create the simulations.
# Create a temporary directory to hold notebook output, and change the working directory to that directory.
from tempfile import TemporaryDirectory
import os
data_dir = TemporaryDirectory()
os.chdir(data_dir.name)
# For info, print out where the script is running
print("Running in {}".format(os.getcwd()))
Running in /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmp_guls9_e
import os
if 'CRDS_CACHE_TYPE' in os.environ:
if os.environ['CRDS_CACHE_TYPE'] == 'local':
os.environ['CRDS_PATH'] = os.path.join(os.environ['HOME'], 'crds', 'cache')
elif os.path.isdir(os.environ['CRDS_CACHE_TYPE']):
os.environ['CRDS_PATH'] = os.environ['CRDS_CACHE_TYPE']
print('CRDS cache location: {}'.format(os.environ['CRDS_PATH']))
CRDS cache location: /grp/crds/cache
The following packages are needed to enable this notebook to run:
#import pytest
import numpy as np
from glob import glob
import json
import matplotlib.pyplot as plt
import photutils
from astropy.io import fits, ascii
from astropy.coordinates import Angle
from astropy.table import Table, vstack, unique, join
from astropy import table
from astropy.coordinates import SkyCoord, match_coordinates_sky
from astropy.visualization import simple_norm
from astropy import units as u
from astropy.modeling import models
from astropy.wcs import WCS
# Box download imports
from astropy.utils.data import download_file
from pathlib import Path
from shutil import move
from os.path import splitext
import jwst
from jwst import datamodels
from jwst.datamodels import RampModel, ImageModel
from jwst import associations
from jwst.associations import asn_from_list
from jwst.associations.lib.rules_level3_base import DMS_Level3_Base
from jwst.pipeline import calwebb_image3
from jwst.pipeline import calwebb_image2
from jwst.pipeline import calwebb_detector1
from jwst.pipeline import Detector1Pipeline, Image2Pipeline, Image3Pipeline
from ci_watson.artifactory_helpers import get_bigdata
def create_scatterplot(catalog_colx, catalog_coly, title=None):
''' Function to generate a generic scatterplot.
'''
fig = plt.figure(figsize=(8, 8))
ax = plt.subplot()
ax.scatter(catalog_colx,catalog_coly)
plt.xlabel(catalog_colx.name)
plt.ylabel(catalog_coly.name)
if title:
plt.title(title)
# Band info from constants in miricap
# wref in microns and zeropoint in Jy
band_info = {
"2MASS J": {'wref': 1.235, 'zeropoint': 1594},
"2MASS H": {'wref': 1.662, 'zeropoint': 1024},
"2MASS Ks": {'wref': 2.159, 'zeropoint': 666.7},
"Johnson U": {'wref': 0.36, 'zeropoint': 1823},
"Johnson B": {'wref': 0.44, 'zeropoint': 4130},
"Johnson V": {'wref': 0.55, 'zeropoint': 3781},
"Johnson R": {'wref': 0.71, 'zeropoint': 2941},
"Johnson I": {'wref': 0.97, 'zeropoint': 2635},
"Johnson J": {'wref': 1.25, 'zeropoint': 1603},
"Johnson H": {'wref': 1.60, 'zeropoint': 1075},
"Johnson K": {'wref': 2.22, 'zeropoint': 667},
"Johnson L": {'wref': 3.54, 'zeropoint': 288},
"Johnson M": {'wref': 4.80, 'zeropoint': 170},
"Johnson N": {'wref': 10.6, 'zeropoint': 36},
"Johnson O": {'wref': 21.0, 'zeropoint': 9.4},
"UKIRT V": {'wref': 0.5556, 'zeropoint': 3540},
"UKIRT I": {'wref': 0.9, 'zeropoint': 2250},
"UKIRT J": {'wref': 1.25, 'zeropoint': 1600},
"UKIRT H": {'wref': 1.65, 'zeropoint': 1020},
"UKIRT K": {'wref': 2.20, 'zeropoint': 657},
"UKIRT L": {'wref': 3.45, 'zeropoint': 290},
"UKIRT L'": {'wref': 3.80, 'zeropoint': 252},
"UKIRT M": {'wref': 4.8, 'zeropoint': 163},
"UKIRT N": {'wref': 10.1, 'zeropoint': 39.8},
"UKIRT Q": {'wref': 20.0, 'zeropoint': 10.4},
"MIRLIN N": {'wref': 10.79, 'zeropoint': 33.4},
"MIRLIN Q-s": {'wref': 17.90, 'zeropoint': 12.4},
"MIRLIN N0": {'wref': 7.91, 'zeropoint': 60.9},
"MIRLIN N1": {'wref': 8.81, 'zeropoint': 49.4},
"MIRLIN N2": {'wref': 9.69, 'zeropoint': 41.1},
"MIRLIN N3": {'wref': 10.27, 'zeropoint': 36.7},
"MIRLIN N4": {'wref': 11.70, 'zeropoint': 28.5},
"MIRLIN N5": {'wref': 12.49, 'zeropoint': 25.1},
"MIRLIN Q0": {'wref': 17.20, 'zeropoint': 13.4},
"MIRLIN Q1": {'wref': 17.93, 'zeropoint': 12.3},
"MIRLIN Q2": {'wref': 18.64, 'zeropoint': 11.4},
"MIRLIN Q3": {'wref': 20.81, 'zeropoint': 9.2},
"MIRLIN Q4": {'wref': 22.81, 'zeropoint': 7.7},
"MIRLIN Q5": {'wref': 24.48, 'zeropoint': 6.7},
"MIRLIN K": {'wref': 2.2, 'zeropoint': 650.0},
"MIRLIN M": {'wref': 4.68, 'zeropoint': 165.0},
"WISE W1": {'wref': 3.4, 'zeropoint':309.54},
"WISE W2": {'wref': 4.6, 'zeropoint':171.787},
"WISE W3": {'wref': 12., 'zeropoint':31.674},
"WISE W4": {'wref': 22., 'zeropoint':8.363},
}
# code from miricap.imager section written by Christophe Cossou of the MIRI EC team.
def get_band_info(band, system):
"""
Retrieve information on a given band in a dictionnary 'band_info' that need to be
available in global variable of the script at this level.
:param str band: Band name (e.g. V for Johnson)
:param str system: possible values: Johnson, 2MASS, UKIRT, MARLIN)
:return: wref in microns and zeropoint in Jy
:rtype: tuple(Quantity, Quantity)
"""
system_list = ["Johnson", "2MASS", "UKIRT", "MARLIN"]
if system not in system_list:
LOG.info(f"Unknown system '{system}'. Possible values: {system_list}")
return None, None
key = f"{system} {band}"
try:
band_dict = band_info[key]
zeropoint = band_dict["zeropoint"]
wref = band_dict["wref"]
except KeyError:
bands = [k.split()[1] for k in band_info.keys() if system in k]
LOG.info(f"Unknown band '{band}' for '{system}'. Available bands are: {', '.join(bands)}")
return None, None
return wref * u.micron, zeropoint * u.Jy
def mag2flux(magnitude, band, system="Johnson"):
"""
Convert magnitude in a given band/system into flux in mJy (and return the corresponding wavelength reference
:param float magnitude: magnitude in a given bandpass
:param str band: band name (e.g 'V' or Johnson system)
:param str system: (By default Johnson, possible values: Johnson, 2MASS, UKIRT, MARLIN)
:return: flux in mJy and wref in microns
:rtype: tuple(float, float)
"""
wref, zero_point = get_band_info(band, system)
flux = zero_point * 10.0 ** (-0.4 * magnitude)
print(f"Magnitude {magnitude} in {system} band {band} -> Flux: {flux} at {wref} microns")
return flux.to(u.mJy).value, wref.value
def extrapolate_flux(flux, wref, waves, temperature_star):
"""
From a flux and reference wavelength, will return the flux for other wavelength
(using the star effective temperature for the spectrum shape)
To convert magnitude flux in a band, use one of the following website for instance:
- http://ssc.spitzer.caltech.edu/warmmission/propkit/pet/magtojy/
- https://www.gemini.edu/sciops/instruments/midir-resources/imaging-calibrations/fluxmagnitude-conversion
:param float flux: Star flux in mJy
:param float wref: reference wavelength (microns) corresponding to the flux given in parameter
:param waves: list of wavelengths you want to extrapolate the star flux on.
:type waves: float or list(float) or np.array(float)
:param float temperature_star: star effective temperature in K
:return: flux values for all required wavelengths. Unit will be the unit of the input flux
:rtype: quantity or np.array(quantity)
"""
flux = flux * u.mJy
wref = wref * u.micron
waves = waves * u.micron
bb_star = models.BlackBody(temperature_star * u.K)
extrapolated_flux = flux * bb_star(waves) / bb_star(wref)
print(f"Assuming T={temperature_star} K, Flux: {flux} at {wref} -> Flux: {extrapolated_flux} at {waves}")
return extrapolated_flux
print(jwst.__version__)
print(data_dir)
1.5.3 <TemporaryDirectory '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmp_guls9_e'>
# Read in new dataset from Box
def get_box_files(file_list):
for box_url,file_name in file_list:
if 'https' not in box_url:
box_url = 'https://stsci.box.com/shared/static/' + box_url
downloaded_file = download_file(box_url, timeout=600)
if Path(file_name).suffix == '':
ext = splitext(box_url)[1]
file_name += ext
move(downloaded_file, file_name)
# Use F560W data set
#file_urls = ['https://stsci.box.com/shared/static/g8ozd2wkdo9klrtkafpe9qegpzhpd66a.fits',
# 'https://stsci.box.com/shared/static/ym75nbqdi32t9wnbanm6s57itqixniyc.fits',
# 'https://stsci.box.com/shared/static/0bqh6ijsc6kd7cyv6gtnj9kvly9t885f.fits',
# 'https://stsci.box.com/shared/static/tywadpqcjhp9yxyv0sy91hc79red92xm.fits',
# 'https://stsci.box.com/shared/static/lpcgp7jkq6lmjj2lxpk63jz9u05qgk3a.cat',
# 'https://stsci.box.com/shared/static/15j6hkjc28zow4rjepob2t75dl887zs3.cat']
#file_names = ['det_image_seq1_MIRIMAGE_F560Wexp1_rate.fits',
# 'det_image_seq2_MIRIMAGE_F560Wexp1_rate.fits',
# 'det_image_seq3_MIRIMAGE_F560Wexp1_rate.fits',
# 'det_image_seq4_MIRIMAGE_F560Wexp1_rate.fits',
# 'input_sim_stars.cat',
# 'input_sim_galaxies.cat']
# Test with F770W data set
file_urls = ['https://stsci.box.com/shared/static/8573htf1p8mhk4e49z9b483dp975y3lz.fits',
'https://stsci.box.com/shared/static/p69h7uzlmqwlzf6kqqbf4lu9ibz28tc6.fits',
'https://stsci.box.com/shared/static/js8k6j20rek1oago057wxn08dhuticij.fits',
'https://stsci.box.com/shared/static/es253mc3m1sptusj9c9ctl1blidr1qdl.fits',
'https://stsci.box.com/shared/static/lpcgp7jkq6lmjj2lxpk63jz9u05qgk3a.cat',
'https://stsci.box.com/shared/static/15j6hkjc28zow4rjepob2t75dl887zs3.cat']
file_names = ['det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits',
'det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits',
'det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits',
'det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits',
'input_sim_stars.cat',
'input_sim_galaxies.cat']
box_download_list = [(url,name) for url,name in zip(file_urls,file_names)]
get_box_files(box_download_list)
# Run Calwebb_image2 on output files from detector1
ratefiles = glob('*rate.fits')
print('There are ', len(ratefiles), ' images.')
callist = []
# cycle through files
for im in ratefiles:
pipe2 = Image2Pipeline()
rampfile = ImageModel(im)
filename = rampfile.meta.filename
# Set pipeline parameters
pipe2.save_results = True
pipe2.output_file = filename +'_cal.fits'
pipe2.resample.save_results = True
pipe2.suffix = None
calfile = pipe2.run(rampfile)
callist.append(calfile)
print(callist)
2022-07-07 08:18:17,499 - stpipe.Image2Pipeline - INFO - Image2Pipeline instance created. 2022-07-07 08:18:17,501 - stpipe.Image2Pipeline.bkg_subtract - INFO - BackgroundStep instance created. 2022-07-07 08:18:17,503 - stpipe.Image2Pipeline.assign_wcs - INFO - AssignWcsStep instance created. 2022-07-07 08:18:17,505 - stpipe.Image2Pipeline.flat_field - INFO - FlatFieldStep instance created. 2022-07-07 08:18:17,506 - stpipe.Image2Pipeline.photom - INFO - PhotomStep instance created. 2022-07-07 08:18:17,508 - stpipe.Image2Pipeline.resample - INFO - ResampleStep instance created.
There are 4 images.
2022-07-07 08:18:18,700 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:18,706 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmp_guls9_e/det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits_cal.fits', 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_bsub': False, 'steps': {'bkg_subtract': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_combined_background': False, 'sigma': 3.0, 'maxiters': None, 'wfss_mmag_extract': None}, 'assign_wcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}, 'flat_field': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}, 'photom': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}}}
2022-07-07 08:18:18,714 - stpipe.Image2Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits' reftypes = ['area', 'camera', 'collimator', 'dflat', 'disperser', 'distortion', 'drizpars', 'fflat', 'filteroffset', 'flat', 'fore', 'fpa', 'ifufore', 'ifupost', 'ifuslicer', 'msa', 'ote', 'photom', 'regions', 'sflat', 'specwcs', 'wavelengthrange', 'wfssbkg']
2022-07-07 08:18:18,960 - stpipe.Image2Pipeline - INFO - Prefetch for AREA reference file is '/grp/crds/cache/references/jwst/jwst_miri_area_0004.fits'.
2022-07-07 08:18:18,963 - stpipe.Image2Pipeline - INFO - Prefetch for CAMERA reference file is 'N/A'.
2022-07-07 08:18:18,964 - stpipe.Image2Pipeline - INFO - Prefetch for COLLIMATOR reference file is 'N/A'.
2022-07-07 08:18:18,966 - stpipe.Image2Pipeline - INFO - Prefetch for DFLAT reference file is 'N/A'.
2022-07-07 08:18:18,967 - stpipe.Image2Pipeline - INFO - Prefetch for DISPERSER reference file is 'N/A'.
2022-07-07 08:18:18,968 - stpipe.Image2Pipeline - INFO - Prefetch for DISTORTION reference file is '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf'.
2022-07-07 08:18:18,970 - stpipe.Image2Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-07-07 08:18:18,972 - stpipe.Image2Pipeline - INFO - Prefetch for FFLAT reference file is 'N/A'.
2022-07-07 08:18:18,973 - stpipe.Image2Pipeline - INFO - Prefetch for FILTEROFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf'.
2022-07-07 08:18:18,976 - stpipe.Image2Pipeline - INFO - Prefetch for FLAT reference file is '/grp/crds/cache/references/jwst/jwst_miri_flat_0729.fits'.
2022-07-07 08:18:18,979 - stpipe.Image2Pipeline - INFO - Prefetch for FORE reference file is 'N/A'.
2022-07-07 08:18:18,979 - stpipe.Image2Pipeline - INFO - Prefetch for FPA reference file is 'N/A'.
2022-07-07 08:18:18,980 - stpipe.Image2Pipeline - INFO - Prefetch for IFUFORE reference file is 'N/A'.
2022-07-07 08:18:18,981 - stpipe.Image2Pipeline - INFO - Prefetch for IFUPOST reference file is 'N/A'.
2022-07-07 08:18:18,982 - stpipe.Image2Pipeline - INFO - Prefetch for IFUSLICER reference file is 'N/A'.
2022-07-07 08:18:18,982 - stpipe.Image2Pipeline - INFO - Prefetch for MSA reference file is 'N/A'.
2022-07-07 08:18:18,983 - stpipe.Image2Pipeline - INFO - Prefetch for OTE reference file is 'N/A'.
2022-07-07 08:18:18,984 - stpipe.Image2Pipeline - INFO - Prefetch for PHOTOM reference file is '/grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits'.
2022-07-07 08:18:18,985 - stpipe.Image2Pipeline - INFO - Prefetch for REGIONS reference file is 'N/A'.
2022-07-07 08:18:18,986 - stpipe.Image2Pipeline - INFO - Prefetch for SFLAT reference file is 'N/A'.
2022-07-07 08:18:18,987 - stpipe.Image2Pipeline - INFO - Prefetch for SPECWCS reference file is 'N/A'.
2022-07-07 08:18:18,987 - stpipe.Image2Pipeline - INFO - Prefetch for WAVELENGTHRANGE reference file is 'N/A'.
2022-07-07 08:18:18,988 - stpipe.Image2Pipeline - INFO - Prefetch for WFSSBKG reference file is 'N/A'.
2022-07-07 08:18:18,988 - stpipe.Image2Pipeline - INFO - Starting calwebb_image2 ...
2022-07-07 08:18:19,047 - stpipe.Image2Pipeline - INFO - Processing product det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-07-07 08:18:19,048 - stpipe.Image2Pipeline - INFO - Working on input <ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits> ...
2022-07-07 08:18:19,177 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:19,179 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}
2022-07-07 08:18:19,386 - stpipe.Image2Pipeline.assign_wcs - INFO - Created a MIRI mir_image pipeline with references {'distortion': '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf', 'filteroffset': '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf', 'specwcs': None, 'regions': None, 'wavelengthrange': None, 'camera': None, 'collimator': None, 'disperser': None, 'fore': None, 'fpa': None, 'msa': None, 'ote': None, 'ifupost': None, 'ifufore': None, 'ifuslicer': None}
2022-07-07 08:18:19,462 - stpipe.Image2Pipeline.assign_wcs - INFO - Update S_REGION to POLYGON ICRS 0.019532801 -0.016148437 0.021999351 0.015037204 359.990697211 0.017630101 359.987889352 -0.013569562
2022-07-07 08:18:19,464 - stpipe.Image2Pipeline.assign_wcs - INFO - assign_wcs updated S_REGION to POLYGON ICRS 0.019532801 -0.016148437 0.021999351 0.015037204 359.990697211 0.017630101 359.987889352 -0.013569562
2022-07-07 08:18:19,464 - stpipe.Image2Pipeline.assign_wcs - INFO - COMPLETED assign_wcs
2022-07-07 08:18:19,502 - stpipe.Image2Pipeline.assign_wcs - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.10/site-packages/astropy/modeling/fitting.py:789: AstropyUserWarning: The fit may be poorly conditioned
warnings.warn("The fit may be poorly conditioned\n",
2022-07-07 08:18:19,561 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs done
2022-07-07 08:18:19,685 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:19,687 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}
2022-07-07 08:18:30,353 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_PARTIAL_DATA does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:30,355 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_LOW_QUAL does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:30,356 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_UNRELIABLE_ERROR does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:30,362 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword DIFF_PATTERN does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:30,497 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field done
2022-07-07 08:18:30,622 - stpipe.Image2Pipeline.photom - INFO - Step photom running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:30,624 - stpipe.Image2Pipeline.photom - INFO - Step photom parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}
2022-07-07 08:18:30,653 - stpipe.Image2Pipeline.photom - INFO - Using photom reference file: /grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits
2022-07-07 08:18:30,655 - stpipe.Image2Pipeline.photom - INFO - Using area reference file: /grp/crds/cache/references/jwst/jwst_miri_area_0004.fits
2022-07-07 08:18:30,733 - stpipe.Image2Pipeline.photom - INFO - Using instrument: MIRI
2022-07-07 08:18:30,734 - stpipe.Image2Pipeline.photom - INFO - detector: MIRIMAGE
2022-07-07 08:18:30,735 - stpipe.Image2Pipeline.photom - INFO - exp_type: MIR_IMAGE
2022-07-07 08:18:30,736 - stpipe.Image2Pipeline.photom - INFO - filter: F770W
2022-07-07 08:18:30,787 - stpipe.Image2Pipeline.photom - INFO - Pixel area map copied to output.
2022-07-07 08:18:30,790 - stpipe.Image2Pipeline.photom - INFO - subarray: FULL
2022-07-07 08:18:30,791 - stpipe.Image2Pipeline.photom - WARNING - Expected to find one matching row in table, found 0.
2022-07-07 08:18:30,792 - stpipe.Image2Pipeline.photom - INFO - PHOTMJSR value: 0.592788
2022-07-07 08:18:30,809 - stpipe.Image2Pipeline.photom - INFO - Step photom done
2022-07-07 08:18:30,936 - stpipe.Image2Pipeline.resample - INFO - Step resample running with args (<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:30,938 - stpipe.Image2Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-07-07 08:18:30,966 - stpipe.Image2Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-07-07 08:18:31,093 - stpipe.Image2Pipeline.resample - INFO - Resampling science data
2022-07-07 08:18:31,791 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:32,158 - stpipe.Image2Pipeline.resample - INFO - Resampling var_rnoise
2022-07-07 08:18:32,774 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:33,133 - stpipe.Image2Pipeline.resample - INFO - Resampling var_poisson
2022-07-07 08:18:33,710 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:34,074 - stpipe.Image2Pipeline.resample - INFO - Resampling var_flat
2022-07-07 08:18:34,651 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:35,030 - stpipe.Image2Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.019529555 -0.016361102 0.022282742 0.015012100 359.990664196 0.017786817 359.987911009 -0.013586385
2022-07-07 08:18:35,155 - stpipe.Image2Pipeline.resample - INFO - Saved model in det_image_seq1_MIRIMAGE_F770Wexp1_i2d.fits
2022-07-07 08:18:35,156 - stpipe.Image2Pipeline.resample - INFO - Step resample done
2022-07-07 08:18:35,157 - stpipe.Image2Pipeline - INFO - Finished processing product det_image_seq1_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-07-07 08:18:35,159 - stpipe.Image2Pipeline - INFO - ... ending calwebb_image2
2022-07-07 08:18:35,160 - stpipe.Image2Pipeline - INFO - Results used CRDS context: jwst_0914.pmap
2022-07-07 08:18:35,328 - stpipe.Image2Pipeline - INFO - Saved model in det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits
2022-07-07 08:18:35,329 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline done
2022-07-07 08:18:35,335 - stpipe.Image2Pipeline - INFO - Image2Pipeline instance created.
2022-07-07 08:18:35,337 - stpipe.Image2Pipeline.bkg_subtract - INFO - BackgroundStep instance created.
2022-07-07 08:18:35,339 - stpipe.Image2Pipeline.assign_wcs - INFO - AssignWcsStep instance created.
2022-07-07 08:18:35,340 - stpipe.Image2Pipeline.flat_field - INFO - FlatFieldStep instance created.
2022-07-07 08:18:35,342 - stpipe.Image2Pipeline.photom - INFO - PhotomStep instance created.
2022-07-07 08:18:35,343 - stpipe.Image2Pipeline.resample - INFO - ResampleStep instance created.
2022-07-07 08:18:35,541 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:35,547 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmp_guls9_e/det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits_cal.fits', 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_bsub': False, 'steps': {'bkg_subtract': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_combined_background': False, 'sigma': 3.0, 'maxiters': None, 'wfss_mmag_extract': None}, 'assign_wcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}, 'flat_field': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}, 'photom': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}}}
2022-07-07 08:18:35,554 - stpipe.Image2Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits' reftypes = ['area', 'camera', 'collimator', 'dflat', 'disperser', 'distortion', 'drizpars', 'fflat', 'filteroffset', 'flat', 'fore', 'fpa', 'ifufore', 'ifupost', 'ifuslicer', 'msa', 'ote', 'photom', 'regions', 'sflat', 'specwcs', 'wavelengthrange', 'wfssbkg']
2022-07-07 08:18:35,561 - stpipe.Image2Pipeline - INFO - Prefetch for AREA reference file is '/grp/crds/cache/references/jwst/jwst_miri_area_0004.fits'.
2022-07-07 08:18:35,563 - stpipe.Image2Pipeline - INFO - Prefetch for CAMERA reference file is 'N/A'.
2022-07-07 08:18:35,564 - stpipe.Image2Pipeline - INFO - Prefetch for COLLIMATOR reference file is 'N/A'.
2022-07-07 08:18:35,564 - stpipe.Image2Pipeline - INFO - Prefetch for DFLAT reference file is 'N/A'.
2022-07-07 08:18:35,565 - stpipe.Image2Pipeline - INFO - Prefetch for DISPERSER reference file is 'N/A'.
2022-07-07 08:18:35,565 - stpipe.Image2Pipeline - INFO - Prefetch for DISTORTION reference file is '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf'.
2022-07-07 08:18:35,567 - stpipe.Image2Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-07-07 08:18:35,568 - stpipe.Image2Pipeline - INFO - Prefetch for FFLAT reference file is 'N/A'.
2022-07-07 08:18:35,569 - stpipe.Image2Pipeline - INFO - Prefetch for FILTEROFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf'.
2022-07-07 08:18:35,570 - stpipe.Image2Pipeline - INFO - Prefetch for FLAT reference file is '/grp/crds/cache/references/jwst/jwst_miri_flat_0729.fits'.
2022-07-07 08:18:35,572 - stpipe.Image2Pipeline - INFO - Prefetch for FORE reference file is 'N/A'.
2022-07-07 08:18:35,572 - stpipe.Image2Pipeline - INFO - Prefetch for FPA reference file is 'N/A'.
2022-07-07 08:18:35,573 - stpipe.Image2Pipeline - INFO - Prefetch for IFUFORE reference file is 'N/A'.
2022-07-07 08:18:35,573 - stpipe.Image2Pipeline - INFO - Prefetch for IFUPOST reference file is 'N/A'.
2022-07-07 08:18:35,574 - stpipe.Image2Pipeline - INFO - Prefetch for IFUSLICER reference file is 'N/A'.
2022-07-07 08:18:35,574 - stpipe.Image2Pipeline - INFO - Prefetch for MSA reference file is 'N/A'.
2022-07-07 08:18:35,575 - stpipe.Image2Pipeline - INFO - Prefetch for OTE reference file is 'N/A'.
2022-07-07 08:18:35,576 - stpipe.Image2Pipeline - INFO - Prefetch for PHOTOM reference file is '/grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits'.
2022-07-07 08:18:35,578 - stpipe.Image2Pipeline - INFO - Prefetch for REGIONS reference file is 'N/A'.
2022-07-07 08:18:35,578 - stpipe.Image2Pipeline - INFO - Prefetch for SFLAT reference file is 'N/A'.
2022-07-07 08:18:35,578 - stpipe.Image2Pipeline - INFO - Prefetch for SPECWCS reference file is 'N/A'.
2022-07-07 08:18:35,579 - stpipe.Image2Pipeline - INFO - Prefetch for WAVELENGTHRANGE reference file is 'N/A'.
2022-07-07 08:18:35,579 - stpipe.Image2Pipeline - INFO - Prefetch for WFSSBKG reference file is 'N/A'.
2022-07-07 08:18:35,580 - stpipe.Image2Pipeline - INFO - Starting calwebb_image2 ...
2022-07-07 08:18:35,630 - stpipe.Image2Pipeline - INFO - Processing product det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-07-07 08:18:35,631 - stpipe.Image2Pipeline - INFO - Working on input <ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits> ...
2022-07-07 08:18:35,756 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:35,758 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}
2022-07-07 08:18:35,950 - stpipe.Image2Pipeline.assign_wcs - INFO - Created a MIRI mir_image pipeline with references {'distortion': '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf', 'filteroffset': '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf', 'specwcs': None, 'regions': None, 'wavelengthrange': None, 'camera': None, 'collimator': None, 'disperser': None, 'fore': None, 'fpa': None, 'msa': None, 'ote': None, 'ifupost': None, 'ifufore': None, 'ifuslicer': None}
2022-07-07 08:18:36,024 - stpipe.Image2Pipeline.assign_wcs - INFO - Update S_REGION to POLYGON ICRS 0.020171943 -0.017470230 0.022638493 0.013715410 359.991336353 0.016308307 359.988528494 -0.014891356
2022-07-07 08:18:36,025 - stpipe.Image2Pipeline.assign_wcs - INFO - assign_wcs updated S_REGION to POLYGON ICRS 0.020171943 -0.017470230 0.022638493 0.013715410 359.991336353 0.016308307 359.988528494 -0.014891356
2022-07-07 08:18:36,026 - stpipe.Image2Pipeline.assign_wcs - INFO - COMPLETED assign_wcs
2022-07-07 08:18:36,064 - stpipe.Image2Pipeline.assign_wcs - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.10/site-packages/astropy/modeling/fitting.py:789: AstropyUserWarning: The fit may be poorly conditioned
warnings.warn("The fit may be poorly conditioned\n",
2022-07-07 08:18:36,124 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs done
2022-07-07 08:18:36,246 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:36,248 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}
2022-07-07 08:18:36,356 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_PARTIAL_DATA does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:36,357 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_LOW_QUAL does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:36,358 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_UNRELIABLE_ERROR does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:36,365 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword DIFF_PATTERN does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:36,499 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field done
2022-07-07 08:18:36,626 - stpipe.Image2Pipeline.photom - INFO - Step photom running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:36,629 - stpipe.Image2Pipeline.photom - INFO - Step photom parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}
2022-07-07 08:18:36,655 - stpipe.Image2Pipeline.photom - INFO - Using photom reference file: /grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits
2022-07-07 08:18:36,656 - stpipe.Image2Pipeline.photom - INFO - Using area reference file: /grp/crds/cache/references/jwst/jwst_miri_area_0004.fits
2022-07-07 08:18:36,739 - stpipe.Image2Pipeline.photom - INFO - Using instrument: MIRI
2022-07-07 08:18:36,740 - stpipe.Image2Pipeline.photom - INFO - detector: MIRIMAGE
2022-07-07 08:18:36,741 - stpipe.Image2Pipeline.photom - INFO - exp_type: MIR_IMAGE
2022-07-07 08:18:36,741 - stpipe.Image2Pipeline.photom - INFO - filter: F770W
2022-07-07 08:18:36,794 - stpipe.Image2Pipeline.photom - INFO - Pixel area map copied to output.
2022-07-07 08:18:36,797 - stpipe.Image2Pipeline.photom - INFO - subarray: FULL
2022-07-07 08:18:36,798 - stpipe.Image2Pipeline.photom - WARNING - Expected to find one matching row in table, found 0.
2022-07-07 08:18:36,799 - stpipe.Image2Pipeline.photom - INFO - PHOTMJSR value: 0.592788
2022-07-07 08:18:36,817 - stpipe.Image2Pipeline.photom - INFO - Step photom done
2022-07-07 08:18:36,948 - stpipe.Image2Pipeline.resample - INFO - Step resample running with args (<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:36,950 - stpipe.Image2Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-07-07 08:18:36,976 - stpipe.Image2Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-07-07 08:18:37,111 - stpipe.Image2Pipeline.resample - INFO - Resampling science data
2022-07-07 08:18:37,741 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:38,095 - stpipe.Image2Pipeline.resample - INFO - Resampling var_rnoise
2022-07-07 08:18:38,715 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:39,087 - stpipe.Image2Pipeline.resample - INFO - Resampling var_poisson
2022-07-07 08:18:39,675 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:40,034 - stpipe.Image2Pipeline.resample - INFO - Resampling var_flat
2022-07-07 08:18:40,612 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:40,990 - stpipe.Image2Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.020168697 -0.017682896 0.022921883 0.013690306 359.991303338 0.016465023 359.988550151 -0.014908179
2022-07-07 08:18:41,117 - stpipe.Image2Pipeline.resample - INFO - Saved model in det_image_seq2_MIRIMAGE_F770Wexp1_i2d.fits
2022-07-07 08:18:41,119 - stpipe.Image2Pipeline.resample - INFO - Step resample done
2022-07-07 08:18:41,119 - stpipe.Image2Pipeline - INFO - Finished processing product det_image_seq2_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-07-07 08:18:41,121 - stpipe.Image2Pipeline - INFO - ... ending calwebb_image2
2022-07-07 08:18:41,122 - stpipe.Image2Pipeline - INFO - Results used CRDS context: jwst_0914.pmap
2022-07-07 08:18:41,291 - stpipe.Image2Pipeline - INFO - Saved model in det_image_seq2_MIRIMAGE_F770Wexp1_cal.fits
2022-07-07 08:18:41,293 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline done
2022-07-07 08:18:41,298 - stpipe.Image2Pipeline - INFO - Image2Pipeline instance created.
2022-07-07 08:18:41,300 - stpipe.Image2Pipeline.bkg_subtract - INFO - BackgroundStep instance created.
2022-07-07 08:18:41,302 - stpipe.Image2Pipeline.assign_wcs - INFO - AssignWcsStep instance created.
2022-07-07 08:18:41,304 - stpipe.Image2Pipeline.flat_field - INFO - FlatFieldStep instance created.
2022-07-07 08:18:41,305 - stpipe.Image2Pipeline.photom - INFO - PhotomStep instance created.
2022-07-07 08:18:41,307 - stpipe.Image2Pipeline.resample - INFO - ResampleStep instance created.
2022-07-07 08:18:41,504 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:41,510 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmp_guls9_e/det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits_cal.fits', 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_bsub': False, 'steps': {'bkg_subtract': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_combined_background': False, 'sigma': 3.0, 'maxiters': None, 'wfss_mmag_extract': None}, 'assign_wcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}, 'flat_field': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}, 'photom': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}}}
2022-07-07 08:18:41,517 - stpipe.Image2Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits' reftypes = ['area', 'camera', 'collimator', 'dflat', 'disperser', 'distortion', 'drizpars', 'fflat', 'filteroffset', 'flat', 'fore', 'fpa', 'ifufore', 'ifupost', 'ifuslicer', 'msa', 'ote', 'photom', 'regions', 'sflat', 'specwcs', 'wavelengthrange', 'wfssbkg']
2022-07-07 08:18:41,521 - stpipe.Image2Pipeline - INFO - Prefetch for AREA reference file is '/grp/crds/cache/references/jwst/jwst_miri_area_0004.fits'.
2022-07-07 08:18:41,524 - stpipe.Image2Pipeline - INFO - Prefetch for CAMERA reference file is 'N/A'.
2022-07-07 08:18:41,524 - stpipe.Image2Pipeline - INFO - Prefetch for COLLIMATOR reference file is 'N/A'.
2022-07-07 08:18:41,525 - stpipe.Image2Pipeline - INFO - Prefetch for DFLAT reference file is 'N/A'.
2022-07-07 08:18:41,526 - stpipe.Image2Pipeline - INFO - Prefetch for DISPERSER reference file is 'N/A'.
2022-07-07 08:18:41,526 - stpipe.Image2Pipeline - INFO - Prefetch for DISTORTION reference file is '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf'.
2022-07-07 08:18:41,528 - stpipe.Image2Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-07-07 08:18:41,529 - stpipe.Image2Pipeline - INFO - Prefetch for FFLAT reference file is 'N/A'.
2022-07-07 08:18:41,530 - stpipe.Image2Pipeline - INFO - Prefetch for FILTEROFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf'.
2022-07-07 08:18:41,531 - stpipe.Image2Pipeline - INFO - Prefetch for FLAT reference file is '/grp/crds/cache/references/jwst/jwst_miri_flat_0729.fits'.
2022-07-07 08:18:41,532 - stpipe.Image2Pipeline - INFO - Prefetch for FORE reference file is 'N/A'.
2022-07-07 08:18:41,533 - stpipe.Image2Pipeline - INFO - Prefetch for FPA reference file is 'N/A'.
2022-07-07 08:18:41,533 - stpipe.Image2Pipeline - INFO - Prefetch for IFUFORE reference file is 'N/A'.
2022-07-07 08:18:41,534 - stpipe.Image2Pipeline - INFO - Prefetch for IFUPOST reference file is 'N/A'.
2022-07-07 08:18:41,535 - stpipe.Image2Pipeline - INFO - Prefetch for IFUSLICER reference file is 'N/A'.
2022-07-07 08:18:41,535 - stpipe.Image2Pipeline - INFO - Prefetch for MSA reference file is 'N/A'.
2022-07-07 08:18:41,536 - stpipe.Image2Pipeline - INFO - Prefetch for OTE reference file is 'N/A'.
2022-07-07 08:18:41,536 - stpipe.Image2Pipeline - INFO - Prefetch for PHOTOM reference file is '/grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits'.
2022-07-07 08:18:41,538 - stpipe.Image2Pipeline - INFO - Prefetch for REGIONS reference file is 'N/A'.
2022-07-07 08:18:41,538 - stpipe.Image2Pipeline - INFO - Prefetch for SFLAT reference file is 'N/A'.
2022-07-07 08:18:41,538 - stpipe.Image2Pipeline - INFO - Prefetch for SPECWCS reference file is 'N/A'.
2022-07-07 08:18:41,539 - stpipe.Image2Pipeline - INFO - Prefetch for WAVELENGTHRANGE reference file is 'N/A'.
2022-07-07 08:18:41,539 - stpipe.Image2Pipeline - INFO - Prefetch for WFSSBKG reference file is 'N/A'.
2022-07-07 08:18:41,540 - stpipe.Image2Pipeline - INFO - Starting calwebb_image2 ...
2022-07-07 08:18:41,588 - stpipe.Image2Pipeline - INFO - Processing product det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-07-07 08:18:41,590 - stpipe.Image2Pipeline - INFO - Working on input <ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits> ...
2022-07-07 08:18:41,711 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:41,713 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}
2022-07-07 08:18:41,902 - stpipe.Image2Pipeline.assign_wcs - INFO - Created a MIRI mir_image pipeline with references {'distortion': '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf', 'filteroffset': '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf', 'specwcs': None, 'regions': None, 'wavelengthrange': None, 'camera': None, 'collimator': None, 'disperser': None, 'fore': None, 'fpa': None, 'msa': None, 'ote': None, 'ifupost': None, 'ifufore': None, 'ifuslicer': None}
2022-07-07 08:18:41,975 - stpipe.Image2Pipeline.assign_wcs - INFO - Update S_REGION to POLYGON ICRS 0.020403086 -0.019920994 0.022869636 0.011264646 359.991567495 0.013857543 359.988759636 -0.017342120
2022-07-07 08:18:41,976 - stpipe.Image2Pipeline.assign_wcs - INFO - assign_wcs updated S_REGION to POLYGON ICRS 0.020403086 -0.019920994 0.022869636 0.011264646 359.991567495 0.013857543 359.988759636 -0.017342120
2022-07-07 08:18:41,977 - stpipe.Image2Pipeline.assign_wcs - INFO - COMPLETED assign_wcs
2022-07-07 08:18:42,017 - stpipe.Image2Pipeline.assign_wcs - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.10/site-packages/astropy/modeling/fitting.py:789: AstropyUserWarning: The fit may be poorly conditioned
warnings.warn("The fit may be poorly conditioned\n",
2022-07-07 08:18:42,077 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs done
2022-07-07 08:18:42,199 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:42,201 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}
2022-07-07 08:18:42,310 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_PARTIAL_DATA does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:42,311 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_LOW_QUAL does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:42,312 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_UNRELIABLE_ERROR does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:42,319 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword DIFF_PATTERN does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:42,451 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field done
2022-07-07 08:18:42,569 - stpipe.Image2Pipeline.photom - INFO - Step photom running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:42,571 - stpipe.Image2Pipeline.photom - INFO - Step photom parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}
2022-07-07 08:18:42,596 - stpipe.Image2Pipeline.photom - INFO - Using photom reference file: /grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits
2022-07-07 08:18:42,597 - stpipe.Image2Pipeline.photom - INFO - Using area reference file: /grp/crds/cache/references/jwst/jwst_miri_area_0004.fits
2022-07-07 08:18:42,682 - stpipe.Image2Pipeline.photom - INFO - Using instrument: MIRI
2022-07-07 08:18:42,683 - stpipe.Image2Pipeline.photom - INFO - detector: MIRIMAGE
2022-07-07 08:18:42,684 - stpipe.Image2Pipeline.photom - INFO - exp_type: MIR_IMAGE
2022-07-07 08:18:42,684 - stpipe.Image2Pipeline.photom - INFO - filter: F770W
2022-07-07 08:18:42,734 - stpipe.Image2Pipeline.photom - INFO - Pixel area map copied to output.
2022-07-07 08:18:42,736 - stpipe.Image2Pipeline.photom - INFO - subarray: FULL
2022-07-07 08:18:42,737 - stpipe.Image2Pipeline.photom - WARNING - Expected to find one matching row in table, found 0.
2022-07-07 08:18:42,738 - stpipe.Image2Pipeline.photom - INFO - PHOTMJSR value: 0.592788
2022-07-07 08:18:42,756 - stpipe.Image2Pipeline.photom - INFO - Step photom done
2022-07-07 08:18:42,874 - stpipe.Image2Pipeline.resample - INFO - Step resample running with args (<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:42,876 - stpipe.Image2Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-07-07 08:18:42,902 - stpipe.Image2Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-07-07 08:18:43,036 - stpipe.Image2Pipeline.resample - INFO - Resampling science data
2022-07-07 08:18:43,656 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:44,011 - stpipe.Image2Pipeline.resample - INFO - Resampling var_rnoise
2022-07-07 08:18:44,602 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:44,987 - stpipe.Image2Pipeline.resample - INFO - Resampling var_poisson
2022-07-07 08:18:45,585 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:45,943 - stpipe.Image2Pipeline.resample - INFO - Resampling var_flat
2022-07-07 08:18:46,530 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:46,912 - stpipe.Image2Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.020399840 -0.020133660 0.023153026 0.011239542 359.991534480 0.014014259 359.988781294 -0.017358943
2022-07-07 08:18:47,034 - stpipe.Image2Pipeline.resample - INFO - Saved model in det_image_seq3_MIRIMAGE_F770Wexp1_i2d.fits
2022-07-07 08:18:47,035 - stpipe.Image2Pipeline.resample - INFO - Step resample done
2022-07-07 08:18:47,036 - stpipe.Image2Pipeline - INFO - Finished processing product det_image_seq3_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-07-07 08:18:47,038 - stpipe.Image2Pipeline - INFO - ... ending calwebb_image2
2022-07-07 08:18:47,038 - stpipe.Image2Pipeline - INFO - Results used CRDS context: jwst_0914.pmap
2022-07-07 08:18:47,207 - stpipe.Image2Pipeline - INFO - Saved model in det_image_seq3_MIRIMAGE_F770Wexp1_cal.fits
2022-07-07 08:18:47,208 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline done
2022-07-07 08:18:47,213 - stpipe.Image2Pipeline - INFO - Image2Pipeline instance created.
2022-07-07 08:18:47,215 - stpipe.Image2Pipeline.bkg_subtract - INFO - BackgroundStep instance created.
2022-07-07 08:18:47,217 - stpipe.Image2Pipeline.assign_wcs - INFO - AssignWcsStep instance created.
2022-07-07 08:18:47,218 - stpipe.Image2Pipeline.flat_field - INFO - FlatFieldStep instance created.
2022-07-07 08:18:47,220 - stpipe.Image2Pipeline.photom - INFO - PhotomStep instance created.
2022-07-07 08:18:47,222 - stpipe.Image2Pipeline.resample - INFO - ResampleStep instance created.
2022-07-07 08:18:47,423 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:47,428 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': '/internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/tmp/tmp_guls9_e/det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits_cal.fits', 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_bsub': False, 'steps': {'bkg_subtract': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_combined_background': False, 'sigma': 3.0, 'maxiters': None, 'wfss_mmag_extract': None}, 'assign_wcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}, 'flat_field': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}, 'photom': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}}}
2022-07-07 08:18:47,435 - stpipe.Image2Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits' reftypes = ['area', 'camera', 'collimator', 'dflat', 'disperser', 'distortion', 'drizpars', 'fflat', 'filteroffset', 'flat', 'fore', 'fpa', 'ifufore', 'ifupost', 'ifuslicer', 'msa', 'ote', 'photom', 'regions', 'sflat', 'specwcs', 'wavelengthrange', 'wfssbkg']
2022-07-07 08:18:47,439 - stpipe.Image2Pipeline - INFO - Prefetch for AREA reference file is '/grp/crds/cache/references/jwst/jwst_miri_area_0004.fits'.
2022-07-07 08:18:47,442 - stpipe.Image2Pipeline - INFO - Prefetch for CAMERA reference file is 'N/A'.
2022-07-07 08:18:47,442 - stpipe.Image2Pipeline - INFO - Prefetch for COLLIMATOR reference file is 'N/A'.
2022-07-07 08:18:47,443 - stpipe.Image2Pipeline - INFO - Prefetch for DFLAT reference file is 'N/A'.
2022-07-07 08:18:47,443 - stpipe.Image2Pipeline - INFO - Prefetch for DISPERSER reference file is 'N/A'.
2022-07-07 08:18:47,444 - stpipe.Image2Pipeline - INFO - Prefetch for DISTORTION reference file is '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf'.
2022-07-07 08:18:47,446 - stpipe.Image2Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-07-07 08:18:47,447 - stpipe.Image2Pipeline - INFO - Prefetch for FFLAT reference file is 'N/A'.
2022-07-07 08:18:47,448 - stpipe.Image2Pipeline - INFO - Prefetch for FILTEROFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf'.
2022-07-07 08:18:47,450 - stpipe.Image2Pipeline - INFO - Prefetch for FLAT reference file is '/grp/crds/cache/references/jwst/jwst_miri_flat_0729.fits'.
2022-07-07 08:18:47,451 - stpipe.Image2Pipeline - INFO - Prefetch for FORE reference file is 'N/A'.
2022-07-07 08:18:47,451 - stpipe.Image2Pipeline - INFO - Prefetch for FPA reference file is 'N/A'.
2022-07-07 08:18:47,452 - stpipe.Image2Pipeline - INFO - Prefetch for IFUFORE reference file is 'N/A'.
2022-07-07 08:18:47,452 - stpipe.Image2Pipeline - INFO - Prefetch for IFUPOST reference file is 'N/A'.
2022-07-07 08:18:47,453 - stpipe.Image2Pipeline - INFO - Prefetch for IFUSLICER reference file is 'N/A'.
2022-07-07 08:18:47,453 - stpipe.Image2Pipeline - INFO - Prefetch for MSA reference file is 'N/A'.
2022-07-07 08:18:47,454 - stpipe.Image2Pipeline - INFO - Prefetch for OTE reference file is 'N/A'.
2022-07-07 08:18:47,454 - stpipe.Image2Pipeline - INFO - Prefetch for PHOTOM reference file is '/grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits'.
2022-07-07 08:18:47,456 - stpipe.Image2Pipeline - INFO - Prefetch for REGIONS reference file is 'N/A'.
2022-07-07 08:18:47,457 - stpipe.Image2Pipeline - INFO - Prefetch for SFLAT reference file is 'N/A'.
2022-07-07 08:18:47,457 - stpipe.Image2Pipeline - INFO - Prefetch for SPECWCS reference file is 'N/A'.
2022-07-07 08:18:47,457 - stpipe.Image2Pipeline - INFO - Prefetch for WAVELENGTHRANGE reference file is 'N/A'.
2022-07-07 08:18:47,458 - stpipe.Image2Pipeline - INFO - Prefetch for WFSSBKG reference file is 'N/A'.
2022-07-07 08:18:47,458 - stpipe.Image2Pipeline - INFO - Starting calwebb_image2 ...
2022-07-07 08:18:47,505 - stpipe.Image2Pipeline - INFO - Processing product det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-07-07 08:18:47,506 - stpipe.Image2Pipeline - INFO - Working on input <ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits> ...
2022-07-07 08:18:47,635 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:47,637 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'sip_approx': True, 'sip_max_pix_error': 0.25, 'sip_degree': None, 'sip_max_inv_pix_error': 0.25, 'sip_inv_degree': None, 'sip_npoints': 32, 'slit_y_low': -0.55, 'slit_y_high': 0.55}
2022-07-07 08:18:47,827 - stpipe.Image2Pipeline.assign_wcs - INFO - Created a MIRI mir_image pipeline with references {'distortion': '/grp/crds/cache/references/jwst/jwst_miri_distortion_0028.asdf', 'filteroffset': '/grp/crds/cache/references/jwst/jwst_miri_filteroffset_0005.asdf', 'specwcs': None, 'regions': None, 'wavelengthrange': None, 'camera': None, 'collimator': None, 'disperser': None, 'fore': None, 'fpa': None, 'msa': None, 'ote': None, 'ifupost': None, 'ifufore': None, 'ifuslicer': None}
2022-07-07 08:18:47,901 - stpipe.Image2Pipeline.assign_wcs - INFO - Update S_REGION to POLYGON ICRS 0.021938953 -0.019422149 0.024405503 0.011763492 359.993103362 0.014356389 359.990295503 -0.016843274
2022-07-07 08:18:47,903 - stpipe.Image2Pipeline.assign_wcs - INFO - assign_wcs updated S_REGION to POLYGON ICRS 0.021938953 -0.019422149 0.024405503 0.011763492 359.993103362 0.014356389 359.990295503 -0.016843274
2022-07-07 08:18:47,903 - stpipe.Image2Pipeline.assign_wcs - INFO - COMPLETED assign_wcs
2022-07-07 08:18:47,941 - stpipe.Image2Pipeline.assign_wcs - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.10/site-packages/astropy/modeling/fitting.py:789: AstropyUserWarning: The fit may be poorly conditioned
warnings.warn("The fit may be poorly conditioned\n",
2022-07-07 08:18:48,002 - stpipe.Image2Pipeline.assign_wcs - INFO - Step assign_wcs done
2022-07-07 08:18:48,129 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:48,130 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_interpolated_flat': False, 'user_supplied_flat': None, 'inverse': False}
2022-07-07 08:18:48,244 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_PARTIAL_DATA does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:48,245 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_LOW_QUAL does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:48,246 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword CDP_UNRELIABLE_ERROR does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:48,253 - stpipe.Image2Pipeline.flat_field - WARNING - Keyword DIFF_PATTERN does not correspond to an existing DQ mnemonic, so will be ignored
2022-07-07 08:18:48,392 - stpipe.Image2Pipeline.flat_field - INFO - Step flat_field done
2022-07-07 08:18:48,516 - stpipe.Image2Pipeline.photom - INFO - Step photom running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:48,518 - stpipe.Image2Pipeline.photom - INFO - Step photom parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'inverse': False, 'source_type': None}
2022-07-07 08:18:48,545 - stpipe.Image2Pipeline.photom - INFO - Using photom reference file: /grp/crds/cache/references/jwst/jwst_miri_photom_0073.fits
2022-07-07 08:18:48,546 - stpipe.Image2Pipeline.photom - INFO - Using area reference file: /grp/crds/cache/references/jwst/jwst_miri_area_0004.fits
2022-07-07 08:18:48,629 - stpipe.Image2Pipeline.photom - INFO - Using instrument: MIRI
2022-07-07 08:18:48,630 - stpipe.Image2Pipeline.photom - INFO - detector: MIRIMAGE
2022-07-07 08:18:48,631 - stpipe.Image2Pipeline.photom - INFO - exp_type: MIR_IMAGE
2022-07-07 08:18:48,632 - stpipe.Image2Pipeline.photom - INFO - filter: F770W
2022-07-07 08:18:48,681 - stpipe.Image2Pipeline.photom - INFO - Pixel area map copied to output.
2022-07-07 08:18:48,684 - stpipe.Image2Pipeline.photom - INFO - subarray: FULL
2022-07-07 08:18:48,685 - stpipe.Image2Pipeline.photom - WARNING - Expected to find one matching row in table, found 0.
2022-07-07 08:18:48,686 - stpipe.Image2Pipeline.photom - INFO - PHOTMJSR value: 0.592788
2022-07-07 08:18:48,704 - stpipe.Image2Pipeline.photom - INFO - Step photom done
2022-07-07 08:18:48,824 - stpipe.Image2Pipeline.resample - INFO - Step resample running with args (<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits>,).
2022-07-07 08:18:48,826 - stpipe.Image2Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-07-07 08:18:48,853 - stpipe.Image2Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-07-07 08:18:48,980 - stpipe.Image2Pipeline.resample - INFO - Resampling science data
2022-07-07 08:18:49,616 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:49,969 - stpipe.Image2Pipeline.resample - INFO - Resampling var_rnoise
2022-07-07 08:18:50,586 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:50,943 - stpipe.Image2Pipeline.resample - INFO - Resampling var_poisson
2022-07-07 08:18:51,531 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:51,892 - stpipe.Image2Pipeline.resample - INFO - Resampling var_flat
2022-07-07 08:18:52,474 - stpipe.Image2Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1023, 1031)
2022-07-07 08:18:52,849 - stpipe.Image2Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.021935707 -0.019634814 0.024688893 0.011738388 359.993070347 0.014513105 359.990317161 -0.016860097
2022-07-07 08:18:52,964 - stpipe.Image2Pipeline.resample - INFO - Saved model in det_image_seq4_MIRIMAGE_F770Wexp1_i2d.fits
2022-07-07 08:18:52,965 - stpipe.Image2Pipeline.resample - INFO - Step resample done
2022-07-07 08:18:52,966 - stpipe.Image2Pipeline - INFO - Finished processing product det_image_seq4_MIRIMAGE_F770Wexp1_rate.fits_cal
2022-07-07 08:18:52,968 - stpipe.Image2Pipeline - INFO - ... ending calwebb_image2
2022-07-07 08:18:52,968 - stpipe.Image2Pipeline - INFO - Results used CRDS context: jwst_0914.pmap
2022-07-07 08:18:53,132 - stpipe.Image2Pipeline - INFO - Saved model in det_image_seq4_MIRIMAGE_F770Wexp1_cal.fits
2022-07-07 08:18:53,133 - stpipe.Image2Pipeline - INFO - Step Image2Pipeline done
[[<ImageModel(1024, 1032) from det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits>], [<ImageModel(1024, 1032) from det_image_seq2_MIRIMAGE_F770Wexp1_cal.fits>], [<ImageModel(1024, 1032) from det_image_seq3_MIRIMAGE_F770Wexp1_cal.fits>], [<ImageModel(1024, 1032) from det_image_seq4_MIRIMAGE_F770Wexp1_cal.fits>]]
# use asn_from_list to create association table
calfiles = glob('*_cal.fits')
asn = asn_from_list.asn_from_list(calfiles, rule=DMS_Level3_Base, product_name='starfield_combined.fits')
# use this if you need to add non'science' exposure types
#asn['products'][0]['members'][1]['exptype'] = 'background'
#asn['products'][0]['members'][2]['exptype'] = 'sourcecat'
# dump association table to a .json file for use in image3
with open('starfield_asnfile.json', 'w') as fp:
fp.write(asn.dump()[1])
print(asn)
jwnoprogram-a3001_none_006_asn with 1 products Rule=DMS_Level3_Base No constraints Products: starfield_combined.fits with 4 members
For MIRI, the FWHM values are dependent on filter and should be set using the table below:
| Filter | FWHM |
|---|---|
| F560W | 1.636 |
| F770W | 2.187 |
| F1000W | 2.888 |
| F1130W | 3.318 |
| F1280W | 3.713 |
| F1500W | 4.354 |
| F1800W | 5.224 |
| F2100W | 5.989 |
| F2550W | 7.312 |
| F2550WR | 7.312 |
For the fit geometry keyword, the following options are available: fitgeometry: A str value indicating the type of affine transformation to be considered when fitting catalogs. Allowed values:
'shift': x/y shifts only
'rscale': rotation and scale
'rshift': rotation and shifts
'general': shift, rotation, and scale (Default=”general”)
# Run Calwebb_image3 on the association table
# set any specific parameters
# tweakreg parameters to allow data to run
fwhm = 2.187 # Gaussian kernel FWHM of objects expected, default=2.5
minobj = 5 # minimum number of objects needed to match positions for a good fit, default=15
snr = 8 # signal to noise threshold, default=5
sigma = 5 # clipping limit, in sigma units, used when performing fit, default=3
fit_geom = 'shift' # ftype of affine transformation to be considered when fitting catalogs, default='general'
use2dhist = False # boolean indicating whether to use 2D histogram to find initial offset, default=True
pipe3=Image3Pipeline()
pipe3.tweakreg.kernel_fwhm = fwhm
pipe3.tweakreg.snr_threshold = snr
pipe3.tweakreg.minobj = minobj
pipe3.tweakreg.sigma = sigma
pipe3.tweakreg.fitgeometry = fit_geom
pipe3.tweakreg.use2dhist = use2dhist
pipe3.source_catalog.save_results = True
pipe3.source_catalog.snr_threshold = snr
pipe3.source_catalog.kernel_fwhm = fwhm
pipe3.save_results = True
# run Image3
image = pipe3.run('starfield_asnfile.json')
print('Image 3 pipeline finished.')
2022-07-07 08:18:53,160 - stpipe.Image3Pipeline - INFO - Image3Pipeline instance created.
2022-07-07 08:18:53,162 - stpipe.Image3Pipeline.assign_mtwcs - INFO - AssignMTWcsStep instance created.
2022-07-07 08:18:53,164 - stpipe.Image3Pipeline.tweakreg - INFO - TweakRegStep instance created.
2022-07-07 08:18:53,166 - stpipe.Image3Pipeline.skymatch - INFO - SkyMatchStep instance created.
2022-07-07 08:18:53,168 - stpipe.Image3Pipeline.outlier_detection - INFO - OutlierDetectionStep instance created.
2022-07-07 08:18:53,169 - stpipe.Image3Pipeline.resample - INFO - ResampleStep instance created.
2022-07-07 08:18:53,171 - stpipe.Image3Pipeline.source_catalog - INFO - SourceCatalogStep instance created.
2022-07-07 08:18:53,296 - stpipe.Image3Pipeline - INFO - Step Image3Pipeline running with args ('starfield_asnfile.json',).
2022-07-07 08:18:53,303 - stpipe.Image3Pipeline - INFO - Step Image3Pipeline parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'steps': {'assign_mtwcs': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': True, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': 'assign_mtwcs', 'search_output_file': True, 'input_dir': ''}, 'tweakreg': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': True, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_catalogs': False, 'catalog_format': 'ecsv', 'kernel_fwhm': 2.187, 'snr_threshold': 8, 'brightest': 200, 'peakmax': None, 'enforce_user_order': False, 'expand_refcat': False, 'minobj': 5, 'searchrad': 2.0, 'use2dhist': False, 'separation': 1.0, 'tolerance': 0.7, 'xoffset': 0.0, 'yoffset': 0.0, 'fitgeometry': 'shift', 'nclip': 3, 'sigma': 5, 'align_to_gaia': False, 'gaia_catalog': 'GAIADR2', 'min_gaia': 5, 'save_gaia_catalog': False}, 'skymatch': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'skymethod': 'match', 'match_down': True, 'subtract': False, 'stepsize': None, 'skystat': 'mode', 'dqbits': '~DO_NOT_USE+NON_SCIENCE', 'lower': None, 'upper': None, 'nclip': 5, 'lsigma': 4.0, 'usigma': 4.0, 'binwidth': 0.1}, 'outlier_detection': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': False, 'input_dir': '', 'weight_type': 'ivm', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'nlow': 0, 'nhigh': 0, 'maskpt': 0.7, 'grow': 1, 'snr': '5.0 4.0', 'scale': '1.2 0.7', 'backg': 0.0, 'save_intermediate_results': False, 'resample_data': True, 'good_bits': '~DO_NOT_USE', 'scale_detection': False, 'allowed_memory': None}, 'resample': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}, 'source_catalog': {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'cat', 'search_output_file': True, 'input_dir': '', 'bkg_boxsize': 100, 'kernel_fwhm': 2.187, 'snr_threshold': 8, 'npixels': 5, 'deblend': False, 'aperture_ee1': 30, 'aperture_ee2': 50, 'aperture_ee3': 70, 'ci1_star_threshold': 2.0, 'ci2_star_threshold': 1.8}}}
2022-07-07 08:18:53,437 - stpipe.Image3Pipeline - INFO - Prefetching reference files for dataset: 'det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits' reftypes = ['abvegaoffset', 'apcorr', 'drizpars']
2022-07-07 08:18:53,452 - stpipe.Image3Pipeline - INFO - Prefetch for ABVEGAOFFSET reference file is '/grp/crds/cache/references/jwst/jwst_miri_abvegaoffset_0001.asdf'.
2022-07-07 08:18:53,455 - stpipe.Image3Pipeline - INFO - Prefetch for APCORR reference file is '/grp/crds/cache/references/jwst/jwst_miri_apcorr_0005.fits'.
2022-07-07 08:18:53,457 - stpipe.Image3Pipeline - INFO - Prefetch for DRIZPARS reference file is '/grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits'.
2022-07-07 08:18:53,459 - stpipe.Image3Pipeline - INFO - Starting calwebb_image3 ...
2022-07-07 08:18:54,033 - stpipe.Image3Pipeline.tweakreg - INFO - Step tweakreg running with args (<ModelContainer>,).
2022-07-07 08:18:54,035 - stpipe.Image3Pipeline.tweakreg - INFO - Step tweakreg parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': True, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'save_catalogs': False, 'catalog_format': 'ecsv', 'kernel_fwhm': 2.187, 'snr_threshold': 8, 'brightest': 200, 'peakmax': None, 'enforce_user_order': False, 'expand_refcat': False, 'minobj': 5, 'searchrad': 2.0, 'use2dhist': False, 'separation': 1.0, 'tolerance': 0.7, 'xoffset': 0.0, 'yoffset': 0.0, 'fitgeometry': 'shift', 'nclip': 3, 'sigma': 5, 'align_to_gaia': False, 'gaia_catalog': 'GAIADR2', 'min_gaia': 5, 'save_gaia_catalog': False}
2022-07-07 08:18:54,274 - stpipe.Image3Pipeline.tweakreg - INFO - Detected 36 sources in det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits.
2022-07-07 08:18:54,529 - stpipe.Image3Pipeline.tweakreg - INFO - Detected 33 sources in det_image_seq2_MIRIMAGE_F770Wexp1_cal.fits.
2022-07-07 08:18:54,769 - stpipe.Image3Pipeline.tweakreg - INFO - Detected 35 sources in det_image_seq3_MIRIMAGE_F770Wexp1_cal.fits.
2022-07-07 08:18:55,022 - stpipe.Image3Pipeline.tweakreg - INFO - Detected 46 sources in det_image_seq4_MIRIMAGE_F770Wexp1_cal.fits.
2022-07-07 08:18:55,041 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-07-07 08:18:55,042 - stpipe.Image3Pipeline.tweakreg - INFO - Number of image groups to be aligned: 4.
2022-07-07 08:18:55,042 - stpipe.Image3Pipeline.tweakreg - INFO - Image groups:
2022-07-07 08:18:55,067 - stpipe.Image3Pipeline.tweakreg - INFO - * Images in GROUP 'det_image_seq1_MIRIMAGE_F770Wexp1_cal':
2022-07-07 08:18:55,068 - stpipe.Image3Pipeline.tweakreg - INFO - det_image_seq1_MIRIMAGE_F770Wexp1_cal
2022-07-07 08:18:55,092 - stpipe.Image3Pipeline.tweakreg - INFO - * Images in GROUP 'det_image_seq2_MIRIMAGE_F770Wexp1_cal':
2022-07-07 08:18:55,093 - stpipe.Image3Pipeline.tweakreg - INFO - det_image_seq2_MIRIMAGE_F770Wexp1_cal
2022-07-07 08:18:55,117 - stpipe.Image3Pipeline.tweakreg - INFO - * Images in GROUP 'det_image_seq3_MIRIMAGE_F770Wexp1_cal':
2022-07-07 08:18:55,118 - stpipe.Image3Pipeline.tweakreg - INFO - det_image_seq3_MIRIMAGE_F770Wexp1_cal
2022-07-07 08:18:55,142 - stpipe.Image3Pipeline.tweakreg - INFO - * Images in GROUP 'det_image_seq4_MIRIMAGE_F770Wexp1_cal':
2022-07-07 08:18:55,143 - stpipe.Image3Pipeline.tweakreg - INFO - det_image_seq4_MIRIMAGE_F770Wexp1_cal
2022-07-07 08:18:55,143 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-07-07 08:18:55,144 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-07-07 08:18:55,145 - stpipe.Image3Pipeline.tweakreg - INFO - ***** tweakwcs.imalign.align_wcs() started on 2022-07-07 08:18:55.144509
2022-07-07 08:18:55,145 - stpipe.Image3Pipeline.tweakreg - INFO - Version 0.7.4
2022-07-07 08:18:55,146 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-07-07 08:18:55,239 - stpipe.Image3Pipeline.tweakreg - INFO - Selected image 'GROUP ID: det_image_seq1_MIRIMAGE_F770Wexp1_cal' as reference image
2022-07-07 08:18:55,246 - stpipe.Image3Pipeline.tweakreg - INFO - Aligning image catalog 'GROUP ID: det_image_seq2_MIRIMAGE_F770Wexp1_cal' to the reference catalog.
2022-07-07 08:18:55,364 - stpipe.Image3Pipeline.tweakreg - INFO - Matching sources from 'det_image_seq2_MIRIMAGE_F770Wexp1_cal' catalog with sources from the reference 'det_image_seq1_MIRIMAGE_F770Wexp1_cal' catalog.
2022-07-07 08:18:55,366 - stpipe.Image3Pipeline.tweakreg - INFO - Found 25 matches for 'GROUP ID: det_image_seq2_MIRIMAGE_F770Wexp1_cal'...
2022-07-07 08:18:55,369 - stpipe.Image3Pipeline.tweakreg - INFO - Performing 'shift' fit
2022-07-07 08:18:55,371 - stpipe.Image3Pipeline.tweakreg - INFO - Computed 'shift' fit for GROUP ID: det_image_seq2_MIRIMAGE_F770Wexp1_cal:
2022-07-07 08:18:55,372 - stpipe.Image3Pipeline.tweakreg - INFO - XSH: -0.00523577 YSH: -0.00460672
2022-07-07 08:18:55,373 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-07-07 08:18:55,374 - stpipe.Image3Pipeline.tweakreg - INFO - FIT RMSE: 0.0292529 FIT MAE: 0.0158524
2022-07-07 08:18:55,375 - stpipe.Image3Pipeline.tweakreg - INFO - Final solution based on 25 objects.
2022-07-07 08:18:55,418 - stpipe.Image3Pipeline.tweakreg - INFO - Aligning image catalog 'GROUP ID: det_image_seq3_MIRIMAGE_F770Wexp1_cal' to the reference catalog.
2022-07-07 08:18:55,540 - stpipe.Image3Pipeline.tweakreg - INFO - Matching sources from 'det_image_seq3_MIRIMAGE_F770Wexp1_cal' catalog with sources from the reference 'det_image_seq1_MIRIMAGE_F770Wexp1_cal' catalog.
2022-07-07 08:18:55,542 - stpipe.Image3Pipeline.tweakreg - INFO - Found 24 matches for 'GROUP ID: det_image_seq3_MIRIMAGE_F770Wexp1_cal'...
2022-07-07 08:18:55,543 - stpipe.Image3Pipeline.tweakreg - INFO - Performing 'shift' fit
2022-07-07 08:18:55,546 - stpipe.Image3Pipeline.tweakreg - INFO - Computed 'shift' fit for GROUP ID: det_image_seq3_MIRIMAGE_F770Wexp1_cal:
2022-07-07 08:18:55,547 - stpipe.Image3Pipeline.tweakreg - INFO - XSH: -0.000198679 YSH: -0.00267906
2022-07-07 08:18:55,548 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-07-07 08:18:55,549 - stpipe.Image3Pipeline.tweakreg - INFO - FIT RMSE: 0.00680934 FIT MAE: 0.00551607
2022-07-07 08:18:55,550 - stpipe.Image3Pipeline.tweakreg - INFO - Final solution based on 24 objects.
2022-07-07 08:18:55,593 - stpipe.Image3Pipeline.tweakreg - INFO - Aligning image catalog 'GROUP ID: det_image_seq4_MIRIMAGE_F770Wexp1_cal' to the reference catalog.
2022-07-07 08:18:55,710 - stpipe.Image3Pipeline.tweakreg - INFO - Matching sources from 'det_image_seq4_MIRIMAGE_F770Wexp1_cal' catalog with sources from the reference 'det_image_seq1_MIRIMAGE_F770Wexp1_cal' catalog.
2022-07-07 08:18:55,713 - stpipe.Image3Pipeline.tweakreg - INFO - Found 25 matches for 'GROUP ID: det_image_seq4_MIRIMAGE_F770Wexp1_cal'...
2022-07-07 08:18:55,715 - stpipe.Image3Pipeline.tweakreg - INFO - Performing 'shift' fit
2022-07-07 08:18:55,718 - stpipe.Image3Pipeline.tweakreg - INFO - Computed 'shift' fit for GROUP ID: det_image_seq4_MIRIMAGE_F770Wexp1_cal:
2022-07-07 08:18:55,718 - stpipe.Image3Pipeline.tweakreg - INFO - XSH: 0.00566956 YSH: 0.00118207
2022-07-07 08:18:55,719 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-07-07 08:18:55,721 - stpipe.Image3Pipeline.tweakreg - INFO - FIT RMSE: 0.0314286 FIT MAE: 0.0153639
2022-07-07 08:18:55,722 - stpipe.Image3Pipeline.tweakreg - INFO - Final solution based on 25 objects.
2022-07-07 08:18:55,764 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-07-07 08:18:55,765 - stpipe.Image3Pipeline.tweakreg - INFO - ***** tweakwcs.imalign.align_wcs() ended on 2022-07-07 08:18:55.764473
2022-07-07 08:18:55,766 - stpipe.Image3Pipeline.tweakreg - INFO - ***** tweakwcs.imalign.align_wcs() TOTAL RUN TIME: 0:00:00.619964
2022-07-07 08:18:55,767 - stpipe.Image3Pipeline.tweakreg - INFO -
2022-07-07 08:18:55,965 - stpipe.Image3Pipeline.tweakreg - INFO - Step tweakreg done
2022-07-07 08:18:56,131 - stpipe.Image3Pipeline.skymatch - INFO - Step skymatch running with args (<ModelContainer>,).
2022-07-07 08:18:56,133 - stpipe.Image3Pipeline.skymatch - INFO - Step skymatch parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': False, 'skip': False, 'suffix': None, 'search_output_file': True, 'input_dir': '', 'skymethod': 'match', 'match_down': True, 'subtract': False, 'stepsize': None, 'skystat': 'mode', 'dqbits': '~DO_NOT_USE+NON_SCIENCE', 'lower': None, 'upper': None, 'nclip': 5, 'lsigma': 4.0, 'usigma': 4.0, 'binwidth': 0.1}
2022-07-07 08:18:56,252 - stpipe.Image3Pipeline.skymatch - INFO -
2022-07-07 08:18:56,253 - stpipe.Image3Pipeline.skymatch - INFO - ***** jwst.skymatch.skymatch.match() started on 2022-07-07 08:18:56.252570
2022-07-07 08:18:56,254 - stpipe.Image3Pipeline.skymatch - INFO -
2022-07-07 08:18:56,255 - stpipe.Image3Pipeline.skymatch - INFO - Sky computation method: 'match'
2022-07-07 08:18:56,256 - stpipe.Image3Pipeline.skymatch - INFO - Sky matching direction: DOWN
2022-07-07 08:18:56,257 - stpipe.Image3Pipeline.skymatch - INFO - Sky subtraction from image data: OFF
2022-07-07 08:18:56,258 - stpipe.Image3Pipeline.skymatch - INFO -
2022-07-07 08:18:56,259 - stpipe.Image3Pipeline.skymatch - INFO - ---- Computing differences in sky values in overlapping regions.
2022-07-07 08:18:58,896 - stpipe.Image3Pipeline.skymatch - INFO - * Image ID=det_image_seq1_MIRIMAGE_F770Wexp1_cal.fits. Sky background: 0
2022-07-07 08:18:58,897 - stpipe.Image3Pipeline.skymatch - INFO - * Image ID=det_image_seq2_MIRIMAGE_F770Wexp1_cal.fits. Sky background: 0.00699337
2022-07-07 08:18:58,899 - stpipe.Image3Pipeline.skymatch - INFO - * Image ID=det_image_seq3_MIRIMAGE_F770Wexp1_cal.fits. Sky background: 0.000671442
2022-07-07 08:18:58,901 - stpipe.Image3Pipeline.skymatch - INFO - * Image ID=det_image_seq4_MIRIMAGE_F770Wexp1_cal.fits. Sky background: 0.00201467
2022-07-07 08:18:58,902 - stpipe.Image3Pipeline.skymatch - INFO -
2022-07-07 08:18:58,903 - stpipe.Image3Pipeline.skymatch - INFO - ***** jwst.skymatch.skymatch.match() ended on 2022-07-07 08:18:58.902858
2022-07-07 08:18:58,904 - stpipe.Image3Pipeline.skymatch - INFO - ***** jwst.skymatch.skymatch.match() TOTAL RUN TIME: 0:00:02.650288
2022-07-07 08:18:58,904 - stpipe.Image3Pipeline.skymatch - INFO -
2022-07-07 08:18:58,929 - stpipe.Image3Pipeline.skymatch - INFO - Step skymatch done
2022-07-07 08:18:59,208 - stpipe.Image3Pipeline.outlier_detection - INFO - Step outlier_detection running with args (<ModelContainer>,).
2022-07-07 08:18:59,211 - stpipe.Image3Pipeline.outlier_detection - INFO - Step outlier_detection parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'crf', 'search_output_file': False, 'input_dir': '', 'weight_type': 'ivm', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'nlow': 0, 'nhigh': 0, 'maskpt': 0.7, 'grow': 1, 'snr': '5.0 4.0', 'scale': '1.2 0.7', 'backg': 0.0, 'save_intermediate_results': False, 'resample_data': True, 'good_bits': '~DO_NOT_USE', 'scale_detection': False, 'allowed_memory': None}
2022-07-07 08:18:59,219 - stpipe.Image3Pipeline.outlier_detection - INFO - Performing outlier detection on 4 inputs
2022-07-07 08:18:59,999 - stpipe.Image3Pipeline.outlier_detection - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:01,225 - stpipe.Image3Pipeline.outlier_detection - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:02,416 - stpipe.Image3Pipeline.outlier_detection - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:03,617 - stpipe.Image3Pipeline.outlier_detection - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:04,301 - stpipe.Image3Pipeline.outlier_detection - INFO - Generating median from 4 images
2022-07-07 08:19:04,939 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting median...
2022-07-07 08:19:05,648 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting (1024, 1032) <-- (1142, 1118)
2022-07-07 08:19:06,573 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting (1024, 1032) <-- (1142, 1118)
2022-07-07 08:19:07,509 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting (1024, 1032) <-- (1142, 1118)
2022-07-07 08:19:08,433 - stpipe.Image3Pipeline.outlier_detection - INFO - Blotting (1024, 1032) <-- (1142, 1118)
2022-07-07 08:19:08,455 - stpipe.Image3Pipeline.outlier_detection - INFO - Flagging outliers
2022-07-07 08:19:08,531 - stpipe.Image3Pipeline.outlier_detection - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.10/site-packages/jwst/outlier_detection/outlier_detection.py:418: RuntimeWarning: overflow encountered in multiply
threshold1 = scale1 * blot_deriv + snr1 * err_data
2022-07-07 08:19:08,551 - stpipe.Image3Pipeline.outlier_detection - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.10/site-packages/jwst/outlier_detection/outlier_detection.py:427: RuntimeWarning: overflow encountered in multiply
threshold2 = scale2 * blot_deriv + snr2 * err_data
2022-07-07 08:19:08,569 - stpipe.Image3Pipeline.outlier_detection - INFO - New pixels flagged as outliers: 650 (0.06%)
2022-07-07 08:19:08,652 - stpipe.Image3Pipeline.outlier_detection - INFO - New pixels flagged as outliers: 639 (0.06%)
2022-07-07 08:19:08,732 - stpipe.Image3Pipeline.outlier_detection - INFO - New pixels flagged as outliers: 660 (0.06%)
2022-07-07 08:19:08,813 - stpipe.Image3Pipeline.outlier_detection - INFO - New pixels flagged as outliers: 995 (0.09%)
2022-07-07 08:19:09,087 - stpipe.Image3Pipeline.outlier_detection - INFO - Saved model in det_image_seq1_MIRIMAGE_F770Wexp1_a3001_crf.fits
2022-07-07 08:19:09,369 - stpipe.Image3Pipeline.outlier_detection - INFO - Saved model in det_image_seq2_MIRIMAGE_F770Wexp1_a3001_crf.fits
2022-07-07 08:19:09,656 - stpipe.Image3Pipeline.outlier_detection - INFO - Saved model in det_image_seq3_MIRIMAGE_F770Wexp1_a3001_crf.fits
2022-07-07 08:19:09,946 - stpipe.Image3Pipeline.outlier_detection - INFO - Saved model in det_image_seq4_MIRIMAGE_F770Wexp1_a3001_crf.fits
2022-07-07 08:19:09,948 - stpipe.Image3Pipeline.outlier_detection - INFO - Step outlier_detection done
2022-07-07 08:19:10,266 - stpipe.Image3Pipeline.resample - INFO - Step resample running with args (<ModelContainer>,).
2022-07-07 08:19:10,268 - stpipe.Image3Pipeline.resample - INFO - Step resample parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'i2d', 'search_output_file': True, 'input_dir': '', 'pixfrac': 1.0, 'kernel': 'square', 'fillval': 'INDEF', 'weight_type': 'ivm', 'output_shape': None, 'crpix': None, 'crval': None, 'rotation': None, 'pixel_scale_ratio': 1.0, 'pixel_scale': None, 'single': False, 'blendheaders': True, 'allowed_memory': None}
2022-07-07 08:19:10,287 - stpipe.Image3Pipeline.resample - INFO - Drizpars reference file: /grp/crds/cache/references/jwst/jwst_miri_drizpars_0001.fits
2022-07-07 08:19:10,444 - stpipe.Image3Pipeline.resample - INFO - Blending metadata for starfield_combined.fits
2022-07-07 08:19:11,137 - stpipe.Image3Pipeline.resample - INFO - Resampling science data
2022-07-07 08:19:11,721 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:12,847 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:13,999 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:15,097 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:15,448 - stpipe.Image3Pipeline.resample - INFO - Resampling var_rnoise
2022-07-07 08:19:16,029 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:17,208 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:18,503 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:19,845 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:20,212 - stpipe.Image3Pipeline.resample - INFO - Resampling var_poisson
2022-07-07 08:19:20,940 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:22,238 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:23,533 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:24,828 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:25,190 - stpipe.Image3Pipeline.resample - INFO - Resampling var_flat
2022-07-07 08:19:25,904 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:27,204 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:28,593 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:29,918 - stpipe.Image3Pipeline.resample - INFO - Drizzling (1024, 1032) --> (1142, 1118)
2022-07-07 08:19:30,317 - stpipe.Image3Pipeline.resample - INFO - Update S_REGION to POLYGON ICRS 0.021881996 -0.020264477 0.024955446 0.014758198 359.990668798 0.017767056 359.987595348 -0.017255618
2022-07-07 08:19:30,773 - stpipe.Image3Pipeline.resample - INFO - Saved model in starfield_combined_i2d.fits
2022-07-07 08:19:30,774 - stpipe.Image3Pipeline.resample - INFO - Step resample done
2022-07-07 08:19:31,019 - stpipe.Image3Pipeline.source_catalog - INFO - Step source_catalog running with args (<ImageModel(1142, 1118) from starfield_combined_i2d.fits>,).
2022-07-07 08:19:31,022 - stpipe.Image3Pipeline.source_catalog - INFO - Step source_catalog parameters are: {'pre_hooks': [], 'post_hooks': [], 'output_file': None, 'output_dir': None, 'output_ext': '.fits', 'output_use_model': False, 'output_use_index': True, 'save_results': True, 'skip': False, 'suffix': 'cat', 'search_output_file': True, 'input_dir': '', 'bkg_boxsize': 100, 'kernel_fwhm': 2.187, 'snr_threshold': 8, 'npixels': 5, 'deblend': False, 'aperture_ee1': 30, 'aperture_ee2': 50, 'aperture_ee3': 70, 'ci1_star_threshold': 2.0, 'ci2_star_threshold': 1.8}
2022-07-07 08:19:31,043 - stpipe.Image3Pipeline.source_catalog - INFO - Using APCORR reference file: /grp/crds/cache/references/jwst/jwst_miri_apcorr_0005.fits
2022-07-07 08:19:31,052 - stpipe.Image3Pipeline.source_catalog - INFO - Using ABVEGAOFFSET reference file: /grp/crds/cache/references/jwst/jwst_miri_abvegaoffset_0001.asdf
2022-07-07 08:19:31,053 - stpipe.Image3Pipeline.source_catalog - INFO - Instrument: MIRI
2022-07-07 08:19:31,054 - stpipe.Image3Pipeline.source_catalog - INFO - Detector: MIRIMAGE
2022-07-07 08:19:31,054 - stpipe.Image3Pipeline.source_catalog - INFO - Filter: F770W
2022-07-07 08:19:31,055 - stpipe.Image3Pipeline.source_catalog - INFO - Subarray: FULL
2022-07-07 08:19:31,110 - stpipe.Image3Pipeline.source_catalog - INFO - AB to Vega magnitude offset 4.38398
2022-07-07 08:19:31,774 - stpipe.Image3Pipeline.source_catalog - INFO - Detected 537 sources
2022-07-07 08:19:32,308 - stpipe.Image3Pipeline.source_catalog - INFO - Wrote source catalog: starfield_combined_cat.ecsv
2022-07-07 08:19:32,430 - stpipe.Image3Pipeline.source_catalog - INFO - Saved model in starfield_combined_segm.fits
2022-07-07 08:19:32,432 - stpipe.Image3Pipeline.source_catalog - INFO - Wrote segmentation map: starfield_combined_segm.fits
2022-07-07 08:19:32,434 - stpipe.Image3Pipeline.source_catalog - INFO - Step source_catalog done
2022-07-07 08:19:32,436 - stpipe.Image3Pipeline - INFO - Step Image3Pipeline done
Image 3 pipeline finished.
photfile = 'starfield_combined_cat.ecsv'
input_file = 'starfield_combined_i2d.fits'
# Look at subset of table with full columns
# If you have negative fluxes or repeated values of xcentroid or ycentroid, you may be finding spurious sources at image edges
data = table.Table.read(photfile, format='ascii', comment='#')
smalltable = data['label', 'xcentroid', 'ycentroid','aper30_flux', 'aper50_flux', 'aper70_flux', 'CI_50_30', 'CI_70_50','aper_total_flux']
smalltable.pprint_all()
#print(smalltable)
label xcentroid ycentroid aper30_flux aper50_flux aper70_flux CI_50_30 CI_70_50 aper_total_flux
Jy Jy Jy Jy
----- --------- --------- ------------- ------------- ------------- -------- -------- ---------------
1 675.9528 4.5782 9.821837e-07 1.534174e-06 1.941163e-06 1.5620 1.2653 2.845180e-06
2 800.8166 16.5479 2.376843e-06 4.612498e-06 1.487258e-05 1.9406 3.2244 2.179888e-05
3 773.0351 12.4837 4.884717e-07 8.393948e-07 1.537787e-06 1.7184 1.8320 2.253949e-06
4 695.1160 14.3526 3.457290e-06 5.722881e-06 9.466951e-06 1.6553 1.6542 1.387580e-05
5 562.6560 17.9919 1.190594e-06 2.281449e-06 6.606575e-06 1.9162 2.8958 9.683317e-06
6 575.8128 15.8102 3.930516e-07 7.520629e-07 2.026116e-06 1.9134 2.6941 2.969696e-06
7 764.1451 20.3239 6.260836e-07 1.104910e-06 2.078210e-06 1.7648 1.8809 3.046051e-06
8 537.2964 24.0008 4.691052e-07 9.154008e-07 2.360698e-06 1.9514 2.5789 3.460096e-06
9 548.5314 23.3973 3.594430e-07 6.589327e-07 1.941445e-06 1.8332 2.9463 2.845594e-06
10 824.0595 23.5101 7.607507e-07 1.237287e-06 1.840419e-06 1.6264 1.4875 2.697519e-06
11 490.9781 28.9787 5.710564e-07 1.052914e-06 1.989122e-06 1.8438 1.8892 2.915474e-06
12 722.8227 33.2893 3.634556e-06 6.257255e-06 1.056465e-05 1.7216 1.6884 1.548471e-05
13 777.4443 37.8275 3.135899e-05 5.104670e-05 8.489836e-05 1.6278 1.6632 1.244363e-04
14 559.9213 34.7914 1.601296e-06 2.824706e-06 4.804072e-06 1.7640 1.7007 7.041372e-06
15 858.0125 34.0096 9.945870e-07 1.765651e-06 2.832869e-06 1.7753 1.6044 4.152162e-06
16 468.1539 37.0217 1.226006e-06 1.682297e-06 2.125025e-06 1.3722 1.2632 3.114669e-06
17 364.9088 41.4692 2.893489e-06 5.126348e-06 9.062275e-06 1.7717 1.7678 1.328266e-05
18 886.7570 42.4209 2.023480e-06 3.364064e-06 5.826487e-06 1.6625 1.7320 8.539935e-06
19 703.7833 43.9687 9.936887e-07 1.717563e-06 2.837639e-06 1.7285 1.6521 4.159153e-06
20 591.8094 53.6074 1.426906e-05 2.515115e-05 5.604806e-05 1.7626 2.2284 8.215016e-05
21 567.1784 47.1122 1.130031e-06 1.959262e-06 3.128050e-06 1.7338 1.5965 4.584811e-06
22 689.2860 48.9377 7.539445e-07 1.329511e-06 2.450931e-06 1.7634 1.8435 3.592352e-06
23 394.4599 49.9843 1.150278e-06 1.878748e-06 2.951443e-06 1.6333 1.5710 4.325957e-06
24 964.7653 55.4967 7.022312e-06 1.142904e-05 1.891777e-05 1.6275 1.6552 2.772795e-05
25 404.9633 71.4839 7.545403e-07 1.223346e-06 2.009069e-06 1.6213 1.6423 2.944711e-06
26 446.8357 73.1839 6.234599e-07 1.072277e-06 1.717581e-06 1.7199 1.6018 2.517475e-06
27 593.9256 77.9214 1.036805e-05 1.838455e-05 3.049914e-05 1.7732 1.6590 4.470286e-05
28 929.4827 76.5522 1.016624e-06 1.624435e-06 2.924809e-06 1.5979 1.8005 4.286920e-06
29 538.8932 90.2254 8.233694e-07 2.100978e-06 2.199934e-05 2.5517 10.4710 3.224463e-05
30 497.9415 86.3635 1.056851e-06 1.752244e-06 2.802964e-06 1.6580 1.5996 4.108330e-06
31 971.7377 94.0753 7.882784e-07 1.417575e-06 2.840934e-06 1.7983 2.0041 4.163982e-06
32 708.8037 127.9683 3.407568e-08 6.003363e-08 3.083919e-07 1.7618 5.1370 4.520128e-07
33 975.6859 109.8783 9.681441e-07 1.877997e-06 6.497937e-06 1.9398 3.4600 9.524085e-06
34 628.8523 108.5176 2.300928e-06 3.835289e-06 6.835629e-06 1.6668 1.7823 1.001904e-05
35 462.7366 109.6454 1.339866e-06 2.224021e-06 3.856226e-06 1.6599 1.7339 5.652105e-06
36 939.3676 110.2782 3.074605e-06 5.192556e-06 9.071011e-06 1.6889 1.7469 1.329546e-05
37 579.2272 114.5446 1.280037e-06 2.145097e-06 3.597570e-06 1.6758 1.6771 5.272991e-06
38 681.9541 115.0409 7.257973e-07 1.324986e-06 2.400765e-06 1.8256 1.8119 3.518823e-06
39 758.5180 116.7321 1.097714e-06 1.794764e-06 3.130107e-06 1.6350 1.7440 4.587827e-06
40 896.2336 125.0185 2.281138e-05 3.986274e-05 6.665186e-05 1.7475 1.6720 9.769223e-05
41 848.8299 123.4302 2.775097e-06 4.501811e-06 7.560891e-06 1.6222 1.6795 1.108207e-05
42 763.5633 129.9472 4.235478e-06 7.074773e-06 1.192831e-05 1.6704 1.6860 1.748343e-05
43 1077.5901 131.6386 3.388582e-06 5.701395e-06 1.039631e-05 1.6825 1.8235 1.523796e-05
44 546.5155 131.7354 1.311695e-06 2.115304e-06 3.405994e-06 1.6126 1.6102 4.992197e-06
45 685.0088 131.1708 8.014873e-07 1.447398e-06 2.289802e-06 1.8059 1.5820 3.356184e-06
46 1071.3577 142.8649 3.583452e-06 6.305635e-06 1.424275e-05 1.7597 2.2587 2.087572e-05
47 553.8850 144.0206 2.013854e-05 3.651596e-05 6.225993e-05 1.8132 1.7050 9.125494e-05
48 751.6135 143.9485 3.600552e-06 6.106809e-06 1.030856e-05 1.6961 1.6880 1.510936e-05
49 612.4862 143.4168 9.172852e-07 1.512518e-06 2.763274e-06 1.6489 1.8269 4.050156e-06
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209 405.3957 532.2208 4.980506e-07 8.388120e-07 1.499551e-06 1.6842 1.7877 2.197905e-06
210 904.3571 536.0871 6.127976e-06 1.037561e-05 1.737489e-05 1.6932 1.6746 2.546653e-05
211 736.1684 535.8287 4.241828e-07 7.208368e-07 1.058329e-06 1.6994 1.4682 1.551203e-06
212 716.4900 549.3393 2.013411e-06 3.683920e-06 1.184047e-05 1.8297 3.2141 1.735468e-05
213 1094.9613 538.4606 7.589493e-07 1.272184e-06 1.935471e-06 1.6762 1.5214 2.836838e-06
214 719.0423 540.7898 4.726794e-07 8.427250e-07 1.585622e-06 1.7829 1.8815 2.324061e-06
215 452.5133 566.9213 2.516965e-06 5.138764e-06 2.098421e-05 2.0417 4.0835 3.075675e-05
216 917.7419 544.3988 7.523992e-06 1.245340e-05 2.151685e-05 1.6552 1.7278 3.153745e-05
217 396.0253 542.3152 5.897926e-07 1.020777e-06 1.840239e-06 1.7307 1.8028 2.697254e-06
218 653.9480 543.1341 4.598694e-07 8.803716e-07 2.354128e-06 1.9144 2.6740 3.450467e-06
219 1007.6530 543.7117 9.248183e-07 1.528055e-06 2.547223e-06 1.6523 1.6670 3.733488e-06
220 1098.8197 546.8146 7.040129e-07 1.263029e-06 2.286153e-06 1.7940 1.8101 3.350835e-06
221 590.5526 548.5067 7.361196e-07 1.139224e-06 1.913155e-06 1.5476 1.6793 2.804129e-06
222 1105.1882 552.0056 8.080908e-06 1.425536e-05 2.359925e-05 1.7641 1.6555 3.458964e-05
223 626.8653 553.1180 2.715076e-06 4.829601e-06 8.169993e-06 1.7788 1.6916 1.197483e-05
224 989.4984 551.5086 1.181608e-06 1.802988e-06 3.063263e-06 1.5259 1.6990 4.489853e-06
225 1039.3762 552.2758 2.244580e-06 3.691695e-06 6.363200e-06 1.6447 1.7237 9.326601e-06
226 740.9859 553.2584 4.411824e-07 7.719023e-07 1.327197e-06 1.7496 1.7194 1.945285e-06
227 539.9691 555.0187 6.237123e-07 1.140581e-06 2.050133e-06 1.8287 1.7974 3.004899e-06
228 946.6938 557.3861 1.418830e-06 2.297037e-06 4.049236e-06 1.6190 1.7628 5.935002e-06
229 417.6269 557.3469 1.100671e-06 1.739691e-06 2.881624e-06 1.5806 1.6564 4.223623e-06
230 966.7292 558.7792 3.123752e-06 5.398581e-06 9.290848e-06 1.7282 1.7210 1.361768e-05
231 539.8667 561.8529 5.267632e-07 9.411733e-07 1.708629e-06 1.7867 1.8154 2.504353e-06
232 472.1605 568.5282 4.722550e-06 8.023298e-06 1.386650e-05 1.6989 1.7283 2.032426e-05
233 607.8944 577.3736 6.678255e-07 1.150250e-06 1.812298e-06 1.7224 1.5756 2.656302e-06
234 646.9819 588.0500 1.146904e-06 2.057164e-06 3.372675e-06 1.7937 1.6395 4.943360e-06
235 897.1550 588.5932 1.475328e-06 2.436980e-06 4.088835e-06 1.6518 1.6778 5.993043e-06
236 876.8875 593.3921 4.815474e-07 9.714188e-07 1.401797e-05 2.0173 14.4304 2.054627e-05
237 960.2841 589.8741 1.047521e-06 1.798418e-06 3.112969e-06 1.7168 1.7309 4.562707e-06
238 362.4266 596.8256 1.173698e-06 1.961416e-06 3.287152e-06 1.6711 1.6759 4.818009e-06
239 931.6759 599.3388 7.965799e-07 1.314079e-06 2.261849e-06 1.6497 1.7212 3.315213e-06
240 661.5058 600.9998 4.083799e-07 7.151533e-07 1.536373e-06 1.7512 2.1483 2.251876e-06
241 1086.7862 604.3769 1.435285e-05 2.408012e-05 3.984100e-05 1.6777 1.6545 5.839531e-05
242 490.1116 604.8398 5.773557e-07 1.045615e-06 1.781447e-06 1.8110 1.7037 2.611084e-06
243 508.5732 606.2157 9.165367e-07 1.532353e-06 2.656694e-06 1.6719 1.7337 3.893940e-06
244 742.3310 614.6702 1.236755e-06 2.542807e-06 2.449727e-05 2.0560 9.6339 3.590587e-05
245 534.0857 611.7072 1.290235e-06 2.216894e-06 3.652791e-06 1.7182 1.6477 5.353929e-06
246 455.8230 615.4121 1.360951e-06 2.269167e-06 4.005611e-06 1.6673 1.7652 5.871061e-06
247 860.4239 614.7012 7.405496e-07 1.207259e-06 2.111547e-06 1.6302 1.7490 3.094914e-06
248 1102.2729 622.8568 1.237639e-06 2.420180e-06 7.761518e-06 1.9555 3.2070 1.137613e-05
249 774.7901 619.5956 4.095318e-07 6.693616e-07 1.032962e-06 1.6345 1.5432 1.514021e-06
250 584.6781 625.9185 5.340163e-06 1.069191e-05 3.331368e-05 2.0022 3.1158 4.882817e-05
251 603.1429 625.8277 5.215676e-07 9.224184e-07 1.644696e-06 1.7686 1.7830 2.410646e-06
252 1007.3026 628.6306 5.399408e-06 8.902173e-06 1.521618e-05 1.6487 1.7093 2.230250e-05
253 450.0478 629.0012 5.566293e-07 1.036669e-06 1.673546e-06 1.8624 1.6143 2.452931e-06
254 564.8608 629.6949 6.078039e-07 1.044209e-06 1.901454e-06 1.7180 1.8210 2.786979e-06
255 415.5412 636.5034 4.918643e-06 7.883547e-06 1.422210e-05 1.6028 1.8040 2.084546e-05
256 745.3566 635.8728 5.296144e-07 8.981560e-07 1.583458e-06 1.6959 1.7630 2.320888e-06
257 779.4110 637.2360 4.898111e-07 7.976919e-07 1.342023e-06 1.6286 1.6824 1.967016e-06
258 898.8554 638.1273 5.152189e-07 8.995982e-07 1.499925e-06 1.7461 1.6673 2.198454e-06
259 1004.9720 641.4636 1.726803e-06 3.082778e-06 6.961407e-06 1.7853 2.2582 1.020340e-05
260 762.1495 641.7665 6.310587e-07 1.104390e-06 2.326403e-06 1.7501 2.1065 3.409830e-06
261 944.2625 642.0790 1.057096e-06 1.834673e-06 3.111095e-06 1.7356 1.6957 4.559960e-06
262 747.9407 642.9612 5.570407e-07 1.016026e-06 1.816439e-06 1.8240 1.7878 2.662372e-06
263 586.3816 648.3528 1.055945e-05 1.762047e-05 3.157570e-05 1.6687 1.7920 4.628079e-05
264 951.1489 650.6796 6.617469e-07 1.152437e-06 1.935408e-06 1.7415 1.6794 2.836746e-06
265 565.1098 655.3840 8.632086e-06 1.563767e-05 3.502821e-05 1.8116 2.2400 5.134117e-05
266 380.7100 658.1451 4.080180e-06 6.901106e-06 1.148811e-05 1.6914 1.6647 1.683823e-05
267 1086.8654 658.3840 4.727100e-06 7.942895e-06 1.272771e-05 1.6803 1.6024 1.865512e-05
268 776.9421 659.7608 2.022793e-06 3.502329e-06 5.718206e-06 1.7314 1.6327 8.381227e-06
269 1011.3269 664.4059 5.387795e-06 8.813672e-06 1.520843e-05 1.6359 1.7255 2.229113e-05
270 665.2044 666.7926 5.153452e-07 8.901273e-07 1.820267e-06 1.7272 2.0450 2.667982e-06
271 851.9839 678.2867 7.551677e-06 1.311909e-05 2.203340e-05 1.7372 1.6795 3.229455e-05
272 674.6633 677.4053 1.172567e-06 1.947582e-06 3.376092e-06 1.6610 1.7335 4.948368e-06
273 808.8248 688.3250 2.726253e-05 4.736607e-05 8.269010e-05 1.7374 1.7458 1.211996e-04
274 534.3165 685.5064 1.156487e-06 1.833402e-06 3.303050e-06 1.5853 1.8016 4.841311e-06
275 763.7604 688.5448 2.104712e-06 3.830970e-06 1.020725e-05 1.8202 2.6644 1.496086e-05
276 741.1270 690.0137 6.784950e-07 1.203867e-06 2.134051e-06 1.7743 1.7727 3.127898e-06
277 781.8568 690.8916 3.802048e-07 6.912527e-07 1.495634e-06 1.8181 2.1637 2.192164e-06
278 663.0104 696.0613 2.177472e-06 4.244424e-06 1.246440e-05 1.9492 2.9367 1.826918e-05
279 773.3710 703.2125 1.201425e-06 1.991008e-06 3.339322e-06 1.6572 1.6772 4.894475e-06
280 754.0980 710.5711 1.714447e-05 2.910084e-05 5.044375e-05 1.6974 1.7334 7.393586e-05
281 815.9438 707.1491 3.864252e-07 7.431587e-07 1.993634e-06 1.9232 2.6826 2.922088e-06
282 849.4700 709.8398 3.428252e-06 6.013001e-06 1.220627e-05 1.7540 2.0300 1.789085e-05
283 1002.4890 706.9437 5.630502e-07 9.272039e-07 1.565994e-06 1.6468 1.6889 2.295292e-06
284 804.2237 708.4981 4.928950e-07 8.331083e-07 1.512054e-06 1.6902 1.8150 2.216231e-06
285 1092.4493 708.5146 9.901477e-07 1.537593e-06 2.636171e-06 1.5529 1.7145 3.863860e-06
286 602.9595 713.7796 5.534853e-06 9.747029e-06 1.651397e-05 1.7610 1.6943 2.420468e-05
287 522.8740 718.1472 1.173205e-06 2.197679e-06 5.397905e-06 1.8732 2.4562 7.911759e-06
288 978.2109 725.5087 5.961197e-06 9.619248e-06 1.645816e-05 1.6136 1.7110 2.412288e-05
289 695.1540 729.5530 5.850864e-06 1.133506e-05 3.092230e-05 1.9373 2.7280 4.532310e-05
290 768.5066 726.0702 5.086688e-07 8.374018e-07 1.303744e-06 1.6463 1.5569 1.910910e-06
291 407.8201 730.4866 4.714911e-06 8.284589e-06 2.222958e-05 1.7571 2.6832 3.258210e-05
292 812.7839 728.5794 8.973726e-07 1.521610e-06 2.743654e-06 1.6956 1.8031 4.021399e-06
293 1002.0276 728.1919 7.488578e-07 1.343921e-06 2.203841e-06 1.7946 1.6399 3.230190e-06
294 671.2089 729.6048 1.154880e-06 1.978609e-06 3.579271e-06 1.7133 1.8090 5.246170e-06
295 784.6578 760.9236 4.915670e-08 9.327889e-08 1.678439e-06 1.8976 17.9938 2.460103e-06
296 627.4413 735.8603 3.821159e-07 7.662312e-07 3.043902e-06 2.0052 3.9726 4.461475e-06
297 806.3133 730.9576 5.036957e-07 8.694344e-07 1.442016e-06 1.7261 1.6586 2.113575e-06
298 583.0146 733.0231 5.455204e-07 9.847538e-07 1.525960e-06 1.8052 1.5496 2.236614e-06
299 1002.6207 734.0889 7.755716e-07 1.326326e-06 2.283199e-06 1.7101 1.7214 3.346505e-06
300 434.7083 737.1378 3.444545e-06 6.019249e-06 1.060325e-05 1.7475 1.7616 1.554128e-05
301 828.4480 738.5848 1.209276e-06 1.952027e-06 3.393428e-06 1.6142 1.7384 4.973779e-06
302 851.8375 741.3853 1.787508e-06 2.983285e-06 5.110201e-06 1.6690 1.7129 7.490068e-06
303 1025.3197 742.9017 5.741338e-06 9.811095e-06 1.655418e-05 1.7089 1.6873 2.426362e-05
304 370.7771 742.1685 1.283964e-06 2.207601e-06 3.816591e-06 1.7194 1.7288 5.594012e-06
305 713.6766 743.9589 5.287247e-07 9.186037e-07 1.662941e-06 1.7374 1.8103 2.437388e-06
306 805.1856 745.8219 4.315788e-07 7.496068e-07 1.325284e-06 1.7369 1.7680 1.942481e-06
307 947.8857 754.1321 9.023099e-07 1.589231e-06 2.702412e-06 1.7613 1.7005 3.960950e-06
308 628.8713 762.1427 1.135322e-06 2.015347e-06 3.383045e-06 1.7751 1.6786 4.958560e-06
309 328.5802 765.0160 7.080498e-06 1.215917e-05 2.061116e-05 1.7173 1.6951 3.020997e-05
310 159.3610 765.5292 9.646022e-07 1.494538e-06 2.121882e-06 1.5494 1.4198 3.110062e-06
311 70.8890 773.6046 1.502518e-05 2.716421e-05 6.053544e-05 1.8079 2.2285 8.872735e-05
312 210.0038 770.3761 1.651878e-06 2.694089e-06 3.039611e-06 1.6309 1.1283 4.455185e-06
313 744.7052 773.1952 8.068800e-07 1.572530e-06 5.337727e-06 1.9489 3.3944 7.823556e-06
314 1008.6970 778.2013 1.917791e-06 3.602731e-06 1.030439e-05 1.8786 2.8602 1.510324e-05
315 15.6581 777.1194 1.297410e-05 2.699557e-05 7.462681e-05 2.0807 2.7644 1.093812e-04
316 572.7412 775.0177 2.011382e-06 3.503477e-06 5.521633e-06 1.7418 1.5760 8.093108e-06
317 519.4009 775.8294 1.762014e-06 2.930169e-06 4.942969e-06 1.6630 1.6869 7.244955e-06
318 855.3730 776.0472 1.906023e-06 3.266401e-06 5.355200e-06 1.7137 1.6395 7.849165e-06
319 990.6940 776.4622 9.088147e-07 1.518910e-06 2.733170e-06 1.6713 1.7994 4.006033e-06
320 713.7404 781.7261 1.152102e-06 1.971961e-06 3.371077e-06 1.7116 1.7095 4.941018e-06
321 503.1658 785.4109 1.539222e-06 2.534697e-06 4.201034e-06 1.6467 1.6574 6.157493e-06
322 572.5195 787.9635 1.180774e-05 1.969306e-05 3.294940e-05 1.6678 1.6731 4.829423e-05
323 32.2168 790.3632 1.445794e-05 2.375676e-05 4.003748e-05 1.6432 1.6853 5.868330e-05
324 1109.4373 787.8710 3.760317e-06 6.161369e-06 1.516799e-05 1.6385 2.4618 2.223187e-05
325 594.1476 789.2098 4.465351e-06 7.665496e-06 1.254925e-05 1.7167 1.6371 1.839356e-05
326 491.7150 789.3212 1.563810e-06 2.573432e-06 4.360905e-06 1.6456 1.6946 6.391819e-06
327 627.3859 787.8200 4.645401e-07 7.974887e-07 1.368562e-06 1.7167 1.7161 2.005914e-06
328 318.0661 791.2958 4.854049e-06 8.169199e-06 1.286765e-05 1.6830 1.5751 1.886023e-05
329 706.7941 790.0136 7.155214e-07 1.276444e-06 2.063910e-06 1.7839 1.6169 3.025091e-06
330 163.7108 791.5347 9.263261e-07 1.525359e-06 2.780473e-06 1.6467 1.8228 4.075365e-06
331 94.6204 793.2264 4.691786e-07 8.063274e-07 1.547293e-06 1.7186 1.9189 2.267881e-06
332 581.7918 797.6508 2.593261e-05 4.278235e-05 7.130113e-05 1.6498 1.6666 1.045067e-04
333 1029.7712 793.8877 1.122074e-06 1.953346e-06 3.216334e-06 1.7408 1.6466 4.714210e-06
334 551.4222 795.8690 4.647379e-06 7.724166e-06 1.276441e-05 1.6620 1.6525 1.870891e-05
335 438.0709 795.9903 2.002762e-06 3.567915e-06 5.763518e-06 1.7815 1.6154 8.447641e-06
336 929.3931 797.6074 7.511265e-07 1.343355e-06 3.346177e-06 1.7885 2.4909 4.904521e-06
337 637.2302 798.6186 2.586815e-06 4.264163e-06 7.071373e-06 1.6484 1.6583 1.036458e-05
338 883.5631 801.4256 1.808623e-05 3.008027e-05 5.563078e-05 1.6632 1.8494 8.153854e-05
339 944.6108 801.5220 1.640931e-06 3.211863e-06 1.276150e-05 1.9573 3.9732 1.870465e-05
340 240.8532 799.3628 6.568587e-07 1.135483e-06 1.920760e-06 1.7287 1.6916 2.815276e-06
341 627.0237 804.0746 7.638779e-06 1.383962e-05 2.358706e-05 1.8118 1.7043 3.457177e-05
342 868.8089 808.8465 7.923730e-06 1.497154e-05 3.924832e-05 1.8895 2.6215 5.752662e-05
343 325.8483 801.8553 6.614272e-07 1.105369e-06 1.842249e-06 1.6712 1.6666 2.700200e-06
344 383.1558 802.8395 4.460814e-07 7.809604e-07 1.451064e-06 1.7507 1.8581 2.126837e-06
345 480.1902 803.5283 1.139405e-06 1.865604e-06 3.199904e-06 1.6373 1.7152 4.690128e-06
346 728.5229 806.0273 6.760009e-07 1.139113e-06 1.910347e-06 1.6851 1.6770 2.800013e-06
347 616.5666 816.7140 5.422847e-07 1.437629e-06 1.890506e-05 2.6511 13.1502 2.770931e-05
348 911.2628 811.0089 5.017041e-07 8.864876e-07 1.555067e-06 1.7670 1.7542 2.279276e-06
349 645.6057 812.9757 2.221260e-06 3.774555e-06 6.305759e-06 1.6993 1.6706 9.242408e-06
350 48.6486 816.9624 1.048922e-06 2.340371e-06 1.477791e-05 2.2312 6.3143 2.166012e-05
351 700.5074 813.4741 6.329053e-07 1.031591e-06 2.042539e-06 1.6299 1.9800 2.993768e-06
352 845.7861 818.3429 1.195362e-05 1.995153e-05 3.338649e-05 1.6691 1.6734 4.893488e-05
353 1066.8577 817.8258 6.954707e-07 1.238655e-06 2.361047e-06 1.7810 1.9061 3.460608e-06
354 1020.1729 822.5342 1.795523e-06 2.939146e-06 4.762125e-06 1.6369 1.6202 6.979889e-06
355 924.4318 828.5586 8.259996e-07 1.463750e-06 4.099593e-06 1.7721 2.8007 6.008810e-06
356 131.0816 830.7373 1.566475e-05 2.718525e-05 4.587869e-05 1.7354 1.6876 6.724482e-05
357 826.3402 827.0722 8.034751e-07 1.355221e-06 2.012094e-06 1.6867 1.4847 2.949145e-06
358 984.5878 833.7206 2.805615e-05 4.566793e-05 8.185779e-05 1.6277 1.7925 1.199797e-04
359 335.9289 835.9180 -3.284606e-08 -5.395978e-08 6.409861e-07 1.6428 -11.8790 9.394992e-07
360 115.4075 831.6523 8.594912e-07 1.423388e-06 2.705071e-06 1.6561 1.9004 3.964847e-06
361 526.0561 831.5161 5.252261e-07 8.635876e-07 1.478566e-06 1.6442 1.7121 2.167148e-06
362 583.8581 835.4235 6.117146e-06 1.053651e-05 2.330661e-05 1.7225 2.2120 3.416071e-05
363 795.5083 838.6813 2.431197e-06 4.526024e-06 1.412704e-05 1.8616 3.1213 2.070614e-05
364 47.1580 834.1849 4.912800e-07 8.473349e-07 1.686764e-06 1.7247 1.9907 2.472306e-06
365 738.4760 835.9806 6.128136e-07 1.029134e-06 1.674199e-06 1.6794 1.6268 2.453888e-06
366 488.4868 851.3205 4.412787e-07 1.067537e-06 8.837195e-06 2.4192 8.2781 1.295276e-05
367 685.4532 839.6366 3.959293e-07 8.230669e-07 2.873924e-06 2.0788 3.4917 4.212337e-06
368 69.1531 845.8548 5.660647e-07 9.942073e-07 1.713049e-06 1.7563 1.7230 2.510831e-06
369 438.4970 847.5183 7.730035e-07 1.224202e-06 2.097700e-06 1.5837 1.7135 3.074617e-06
370 1047.9638 847.5264 1.344954e-06 2.331679e-06 4.217311e-06 1.7336 1.8087 6.181351e-06
371 514.5108 848.5852 1.055759e-06 1.723962e-06 3.141293e-06 1.6329 1.8221 4.604221e-06
372 568.7470 850.8897 6.020245e-07 1.138748e-06 3.052839e-06 1.8915 2.6809 4.474574e-06
373 1079.5206 851.1011 3.432258e-06 5.784395e-06 9.940997e-06 1.6853 1.7186 1.457061e-05
374 814.7055 862.0661 1.672831e-05 3.024919e-05 6.155376e-05 1.8083 2.0349 9.021991e-05
375 31.4113 853.8612 1.258482e-06 2.021119e-06 3.044286e-06 1.6060 1.5062 4.462037e-06
376 657.0332 863.3804 7.899531e-06 1.383896e-05 2.434437e-05 1.7519 1.7591 3.568177e-05
377 562.7571 866.1057 6.146544e-06 1.070589e-05 1.767425e-05 1.7418 1.6509 2.590530e-05
378 885.0182 867.2847 2.135824e-06 4.272067e-06 1.499026e-05 2.0002 3.5089 2.197136e-05
379 945.9434 866.8143 5.474905e-07 1.000383e-06 2.114900e-06 1.8272 2.1141 3.099829e-06
380 938.8373 868.1894 7.469452e-07 1.296201e-06 2.256872e-06 1.7353 1.7411 3.307918e-06
381 994.7128 875.4765 3.306279e-05 5.310281e-05 8.903792e-05 1.6061 1.6767 1.305037e-04
382 567.1477 873.3007 1.235607e-06 2.067463e-06 3.354911e-06 1.6732 1.6227 4.917323e-06
383 210.2766 875.2600 1.538559e-06 2.631903e-06 4.630392e-06 1.7106 1.7593 6.786808e-06
384 243.0203 873.9905 4.938271e-07 9.012737e-07 1.611473e-06 1.8251 1.7880 2.361950e-06
385 454.2331 874.8235 7.773479e-07 1.353796e-06 2.340823e-06 1.7416 1.7291 3.430966e-06
386 621.3249 875.6871 9.730079e-07 1.634510e-06 2.845508e-06 1.6799 1.7409 4.170687e-06
387 1070.2648 875.9327 2.132874e-06 3.703918e-06 6.111085e-06 1.7366 1.6499 8.957073e-06
388 829.7953 880.3673 1.779263e-06 2.986849e-06 5.218634e-06 1.6787 1.7472 7.648999e-06
389 597.8201 882.4814 3.460606e-06 5.733626e-06 9.778450e-06 1.6568 1.7055 1.433236e-05
390 486.9807 883.5649 1.156244e-06 1.919496e-06 3.084813e-06 1.6601 1.6071 4.521438e-06
391 26.8448 883.9631 8.301430e-07 1.468303e-06 2.476973e-06 1.7687 1.6870 3.630522e-06
392 222.6011 884.7749 1.009779e-06 1.703912e-06 2.950043e-06 1.6874 1.7313 4.323906e-06
393 1003.2937 884.7636 7.564277e-07 1.288487e-06 2.360736e-06 1.7034 1.8322 3.460152e-06
394 712.3905 885.2199 4.280589e-07 7.276757e-07 1.350177e-06 1.6999 1.8555 1.978967e-06
395 878.3877 885.3584 1.044145e-06 1.732859e-06 3.057142e-06 1.6596 1.7642 4.480882e-06
396 337.8042 887.1725 5.090759e-07 8.975539e-07 1.572700e-06 1.7631 1.7522 2.305120e-06
397 651.3453 887.6332 8.263759e-07 1.402330e-06 2.549776e-06 1.6970 1.8182 3.737230e-06
398 259.4806 889.5157 8.652413e-07 1.370559e-06 2.387941e-06 1.5840 1.7423 3.500027e-06
399 224.2610 895.9661 1.920624e-06 3.345867e-06 5.676933e-06 1.7421 1.6967 8.320732e-06
400 738.3893 894.5374 3.714271e-07 7.018862e-07 2.009500e-06 1.8897 2.8630 2.945342e-06
401 412.5304 896.7698 9.521239e-07 1.598225e-06 2.668003e-06 1.6786 1.6694 3.910517e-06
402 755.3755 896.7579 1.204515e-06 2.029913e-06 3.550593e-06 1.6853 1.7491 5.204137e-06
403 123.1076 902.7617 2.610283e-05 4.553119e-05 7.655388e-05 1.7443 1.6814 1.122057e-04
404 476.9705 899.0671 6.696389e-07 1.181777e-06 1.928369e-06 1.7648 1.6318 2.826428e-06
405 748.7969 899.8214 4.326031e-07 7.248312e-07 1.153636e-06 1.6755 1.5916 1.690894e-06
406 63.8713 940.5954 2.871119e-04 5.184281e-04 1.018933e-03 1.8057 1.9654 1.493459e-03
407 322.0216 901.4960 5.459377e-07 9.089310e-07 1.583178e-06 1.6649 1.7418 2.320479e-06
408 711.9285 909.3777 6.000203e-06 1.113961e-05 2.939398e-05 1.8565 2.6387 4.308302e-05
409 905.4116 903.5415 2.878823e-06 4.570658e-06 7.740002e-06 1.5877 1.6934 1.134459e-05
410 177.4344 903.2788 2.903507e-07 5.333074e-07 1.581693e-06 1.8368 2.9658 2.318302e-06
411 927.3302 903.1171 5.863831e-07 1.017344e-06 1.692129e-06 1.7349 1.6633 2.480169e-06
412 547.7282 912.0328 6.204615e-06 1.177074e-05 3.115282e-05 1.8971 2.6466 4.566097e-05
413 985.9745 904.6938 6.042518e-07 1.041124e-06 1.686263e-06 1.7230 1.6197 2.471571e-06
414 140.2163 906.2173 4.768383e-07 8.423314e-07 1.806151e-06 1.7665 2.1442 2.647293e-06
415 211.9928 907.4430 2.132520e-06 3.526703e-06 5.993226e-06 1.6538 1.6994 8.784325e-06
416 183.1678 909.7985 1.017627e-06 1.834862e-06 4.847871e-06 1.8031 2.6421 7.105569e-06
417 667.3317 912.0341 1.975858e-06 3.382037e-06 5.716200e-06 1.7117 1.6902 8.378287e-06
418 1039.8749 911.1301 5.363007e-07 9.532944e-07 1.620891e-06 1.7775 1.7003 2.375755e-06
419 794.5809 919.6854 6.572568e-05 1.052124e-04 1.777881e-04 1.6008 1.6898 2.605856e-04
420 927.1482 916.8667 7.535349e-07 1.481706e-06 5.029837e-06 1.9663 3.3946 7.372277e-06
421 1078.9601 916.8145 9.819140e-06 1.707439e-05 2.771872e-05 1.7389 1.6234 4.062758e-05
422 193.9622 916.0632 6.973598e-07 1.244072e-06 2.004793e-06 1.7840 1.6115 2.938444e-06
423 1057.6032 919.4434 1.829449e-06 3.360560e-06 1.062643e-05 1.8369 3.1621 1.557525e-05
424 588.7265 917.0129 5.746002e-07 9.891074e-07 1.683940e-06 1.7214 1.7025 2.468166e-06
425 362.8131 919.7786 2.451120e-06 4.166066e-06 6.901590e-06 1.6997 1.6566 1.011572e-05
426 107.9542 918.4895 5.205934e-07 8.679616e-07 1.179319e-06 1.6673 1.3587 1.728538e-06
427 346.3445 924.0761 1.863934e-05 3.208508e-05 5.447106e-05 1.7214 1.6977 7.983873e-05
428 100.4591 922.9997 1.289773e-06 2.159215e-06 3.413835e-06 1.6741 1.5811 5.003688e-06
429 773.6755 921.8266 4.403339e-07 7.681576e-07 1.767542e-06 1.7445 2.3010 2.590702e-06
430 847.7892 923.4889 9.933375e-07 1.652271e-06 2.720703e-06 1.6634 1.6466 3.987759e-06
431 959.2370 925.3607 3.598422e-06 5.946431e-06 1.004275e-05 1.6525 1.6889 1.471976e-05
432 446.0108 928.0582 6.447343e-07 1.169162e-06 2.017721e-06 1.8134 1.7258 2.957391e-06
433 909.9343 935.0034 1.306354e-06 2.583468e-06 8.820693e-06 1.9776 3.4143 1.292857e-05
434 401.0650 933.2691 1.401976e-05 2.393004e-05 3.902923e-05 1.7069 1.6310 5.720550e-05
435 174.4964 934.4887 7.089334e-07 1.123610e-06 1.877684e-06 1.5849 1.6711 2.752139e-06
436 210.5388 962.5363 1.720845e-04 2.812708e-04 5.119865e-04 1.6345 1.8203 7.504233e-04
437 467.6267 942.5701 7.178776e-06 1.253053e-05 2.998283e-05 1.7455 2.3928 4.394611e-05
438 1026.4365 944.2348 5.300569e-06 9.967688e-06 2.901070e-05 1.8805 2.9105 4.252124e-05
439 520.0280 939.2486 7.601183e-07 1.318090e-06 2.192597e-06 1.7341 1.6635 3.213710e-06
440 601.0038 942.8292 8.905096e-07 1.583122e-06 2.759849e-06 1.7778 1.7433 4.045136e-06
441 320.6029 943.7725 5.894772e-07 9.614640e-07 1.481554e-06 1.6310 1.5409 2.171528e-06
442 1088.4941 944.9798 6.097964e-07 1.054315e-06 1.698983e-06 1.7290 1.6115 2.490214e-06
443 1007.0311 945.4970 3.825103e-07 7.042668e-07 1.886988e-06 1.8412 2.6794 2.765776e-06
444 751.3131 949.9412 4.826404e-07 8.332149e-07 1.515951e-06 1.7264 1.8194 2.221943e-06
445 952.4698 956.2271 4.821754e-06 9.036027e-06 2.655019e-05 1.8740 2.9383 3.891485e-05
446 162.8437 955.1643 4.806818e-07 8.420053e-07 1.574694e-06 1.7517 1.8702 2.308044e-06
447 995.5357 956.4533 2.189793e-06 3.442291e-06 5.856852e-06 1.5720 1.7014 8.584441e-06
448 614.7516 958.0797 1.190235e-06 2.082449e-06 3.598450e-06 1.7496 1.7280 5.274280e-06
449 592.9783 959.5192 3.556352e-06 6.098271e-06 1.030715e-05 1.7148 1.6902 1.510729e-05
450 743.1003 966.6285 5.314630e-05 9.234724e-05 1.642926e-04 1.7376 1.7791 2.408051e-04
451 908.6330 964.9113 1.197740e-05 2.049158e-05 3.524173e-05 1.7109 1.7198 5.165413e-05
452 577.5118 965.7955 6.664166e-06 1.109125e-05 1.927670e-05 1.6643 1.7380 2.825404e-05
453 44.5319 974.2709 1.241485e-05 2.132353e-05 4.068824e-05 1.7176 1.9081 5.963713e-05
454 962.4164 967.7699 4.645774e-06 7.661620e-06 1.287032e-05 1.6492 1.6798 1.886414e-05
455 623.5400 969.8840 3.973084e-06 6.689346e-06 1.155918e-05 1.6837 1.7280 1.694239e-05
456 122.1847 974.4118 1.105414e-06 1.912924e-06 3.795805e-06 1.7305 1.9843 5.563546e-06
457 466.8244 974.1822 5.332250e-07 9.383228e-07 1.687512e-06 1.7597 1.7984 2.473402e-06
458 379.5238 982.7862 1.411735e-05 2.469453e-05 5.110721e-05 1.7492 2.0696 7.490831e-05
459 281.5620 980.0032 9.885039e-07 1.665451e-06 2.744254e-06 1.6848 1.6478 4.022279e-06
460 894.8776 980.4209 1.004570e-06 1.699208e-06 2.985736e-06 1.6915 1.7571 4.376220e-06
461 775.8241 982.1700 7.993711e-07 1.380583e-06 2.259612e-06 1.7271 1.6367 3.311934e-06
462 597.5755 985.0364 4.619475e-06 7.765151e-06 1.301690e-05 1.6810 1.6763 1.907899e-05
463 839.1839 982.8382 4.998613e-07 8.707315e-07 1.391957e-06 1.7419 1.5986 2.040204e-06
464 425.1036 988.9734 6.589843e-06 1.169312e-05 1.880948e-05 1.7744 1.6086 2.756922e-05
465 367.1346 987.6407 7.228176e-07 1.186276e-06 1.846975e-06 1.6412 1.5570 2.707129e-06
466 792.5206 988.4619 8.538944e-07 1.336241e-06 2.257738e-06 1.5649 1.6896 3.309188e-06
467 854.6833 993.4067 1.150176e-07 2.551525e-07 3.061742e-06 2.2184 11.9997 4.487623e-06
468 930.3859 995.8265 1.975637e-07 4.189471e-07 1.997999e-06 2.1206 4.7691 2.928485e-06
469 121.0077 990.7178 5.448205e-07 9.615507e-07 1.621527e-06 1.7649 1.6864 2.376686e-06
470 216.9674 991.0826 6.630395e-07 1.183811e-06 2.037694e-06 1.7854 1.7213 2.986667e-06
471 261.4780 995.3401 3.159675e-06 5.015053e-06 8.450980e-06 1.5872 1.6851 1.238668e-05
472 651.8206 995.2057 1.871499e-06 3.241656e-06 5.427691e-06 1.7321 1.6744 7.955415e-06
473 965.8054 994.4566 7.501396e-07 1.272935e-06 2.391085e-06 1.6969 1.8784 3.504635e-06
474 715.1385 995.1590 7.161818e-07 1.251667e-06 2.035192e-06 1.7477 1.6260 2.983000e-06
475 194.2912 999.1119 1.435552e-06 2.447840e-06 3.970450e-06 1.7052 1.6220 5.819524e-06
476 836.1724 998.8359 4.942348e-07 8.549128e-07 1.199900e-06 1.7298 1.4035 1.758705e-06
477 452.1426 1002.5643 1.539128e-06 2.570160e-06 4.283483e-06 1.6699 1.6666 6.278340e-06
478 893.0957 1004.3354 1.186902e-06 2.063953e-06 3.661560e-06 1.7389 1.7741 5.366782e-06
479 1063.3481 1004.0819 1.056963e-06 1.803279e-06 3.032580e-06 1.7061 1.6817 4.444880e-06
480 358.6935 1007.1390 8.756982e-07 1.549129e-06 3.621655e-06 1.7690 2.3379 5.308293e-06
481 538.2075 1014.1521 2.166684e-06 5.840259e-06 4.435117e-05 2.6955 7.5940 6.500591e-05
482 826.4677 1010.7441 3.229001e-06 5.240756e-06 8.839028e-06 1.6230 1.6866 1.295544e-05
483 920.1370 1010.5164 1.746150e-06 2.908253e-06 4.937062e-06 1.6655 1.6976 7.236296e-06
484 1022.7086 1009.0032 6.932633e-07 1.209814e-06 2.075100e-06 1.7451 1.7152 3.041493e-06
485 1068.1829 1008.8188 7.375257e-07 1.279945e-06 2.049273e-06 1.7355 1.6011 3.003638e-06
486 778.8239 1012.9059 9.158412e-07 1.601044e-06 2.786203e-06 1.7482 1.7402 4.083762e-06
487 284.2475 1014.9300 1.409317e-06 2.456524e-06 3.900238e-06 1.7431 1.5877 5.716614e-06
488 471.6879 1015.0549 6.104529e-07 1.053235e-06 1.699173e-06 1.7253 1.6133 2.490493e-06
489 973.2734 1017.6101 2.815588e-06 4.635245e-06 8.300561e-06 1.6463 1.7907 1.216621e-05
490 680.6792 1020.9200 1.476542e-06 2.530620e-06 4.198561e-06 1.7139 1.6591 6.153868e-06
491 1065.4376 1021.7039 1.124509e-06 1.870635e-06 3.643209e-06 1.6635 1.9476 5.339885e-06
492 632.2516 1028.5275 1.157337e-06 1.848334e-06 3.034073e-06 1.5971 1.6415 4.447069e-06
493 979.6684 1029.2182 1.707652e-06 2.865026e-06 4.930155e-06 1.6778 1.7208 7.226173e-06
494 55.0514 1031.0987 3.749202e-06 6.695970e-06 1.146318e-05 1.7860 1.7120 1.680169e-05
495 103.4055 1044.3823 3.284296e-06 5.927401e-06 1.842696e-05 1.8048 3.1088 2.700856e-05
496 1105.0100 1031.9918 2.660792e-06 4.898268e-06 9.929161e-06 1.8409 2.0271 1.455326e-05
497 762.4351 1036.8353 1.043180e-06 1.780159e-06 3.620424e-06 1.7065 2.0338 5.306488e-06
498 130.2241 1043.5230 8.251424e-06 1.361068e-05 2.322629e-05 1.6495 1.7065 3.404298e-05
499 665.0076 1042.6579 1.459125e-06 2.492385e-06 4.143528e-06 1.7081 1.6625 6.073206e-06
500 752.9802 1043.9327 8.037970e-07 1.429009e-06 2.350898e-06 1.7778 1.6451 3.445732e-06
501 589.0123 1050.5988 1.208319e-06 2.045276e-06 3.502209e-06 1.6927 1.7123 5.133219e-06
502 487.4909 1052.4948 1.072102e-06 1.662731e-06 2.745794e-06 1.5509 1.6514 4.024536e-06
503 222.9666 1054.9450 7.886732e-07 1.407156e-06 2.361829e-06 1.7842 1.6784 3.461754e-06
504 547.8842 1058.8240 6.357654e-07 1.106758e-06 1.884928e-06 1.7408 1.7031 2.762756e-06
505 908.5102 1062.3438 1.481863e-06 2.347250e-06 4.073680e-06 1.5840 1.7355 5.970830e-06
506 199.2984 1065.0076 1.150410e-06 1.995970e-06 3.228483e-06 1.7350 1.6175 4.732017e-06
507 129.4963 1066.7629 6.786094e-07 1.117979e-06 2.042995e-06 1.6475 1.8274 2.994437e-06
508 177.2328 1070.4130 3.359846e-06 4.064848e-06 5.328115e-06 1.2098 1.3108 7.809467e-06
509 1060.2624 1071.3140 1.708692e-06 2.918173e-06 5.244236e-06 1.7078 1.7971 7.686524e-06
510 921.6135 1074.2275 5.722544e-07 9.633794e-07 1.610208e-06 1.6835 1.6714 2.360097e-06
511 753.0120 1077.7914 8.796329e-07 1.528311e-06 2.559895e-06 1.7374 1.6750 3.752062e-06
512 836.6864 1077.5810 7.908533e-07 1.330421e-06 2.457081e-06 1.6823 1.8468 3.601367e-06
513 476.6464 1079.8823 1.096929e-06 1.902038e-06 3.316796e-06 1.7340 1.7438 4.861458e-06
514 310.8834 1083.8271 6.481818e-07 1.156915e-06 2.029721e-06 1.7849 1.7544 2.974981e-06
515 675.3222 1088.9156 9.159236e-06 1.613381e-05 2.861839e-05 1.7615 1.7738 4.194624e-05
516 820.2807 1087.0762 1.827470e-06 3.133814e-06 5.380167e-06 1.7148 1.7168 7.885760e-06
517 1037.8390 1088.1589 6.562203e-07 1.132295e-06 1.854907e-06 1.7255 1.6382 2.718754e-06
518 96.9217 1092.9585 2.391087e-06 4.688402e-06 1.627356e-05 1.9608 3.4710 2.385230e-05
519 880.3329 1093.9091 6.793336e-07 1.152627e-06 1.958692e-06 1.6967 1.6993 2.870873e-06
520 610.6338 1102.6624 3.579239e-06 6.578821e-06 1.842506e-05 1.8380 2.8007 2.700578e-05
521 250.8623 1108.5011 3.948634e-07 1.162666e-06 1.197491e-05 2.9445 10.2995 1.755173e-05
522 207.9637 1127.0476 1.177875e-04 2.157250e-04 3.708164e-04 1.8315 1.7189 5.435090e-04
523 566.9704 1113.7938 2.286469e-05 4.007559e-05 6.655534e-05 1.7527 1.6607 9.755076e-05
524 577.4837 1111.9942 6.262969e-07 1.080553e-06 2.481622e-06 1.7253 2.2966 3.637336e-06
525 871.8186 1114.5288 1.605775e-06 2.519408e-06 3.670725e-06 1.5690 1.4570 5.380216e-06
526 537.2825 1120.2079 1.759880e-05 2.913493e-05 4.665099e-05 1.6555 1.6012 6.837678e-05
527 705.8403 1115.8303 6.105549e-07 1.067964e-06 1.873521e-06 1.7492 1.7543 2.746037e-06
528 347.2727 1117.0138 4.950475e-07 8.823611e-07 1.629736e-06 1.7824 1.8470 2.388719e-06
529 191.7102 1119.9676 5.326186e-07 9.465852e-07 1.830131e-06 1.7772 1.9334 2.682440e-06
530 718.1355 1121.6323 3.490402e-06 5.807847e-06 9.637133e-06 1.6639 1.6593 1.412523e-05
531 548.2488 1127.3788 4.870325e-06 8.225834e-06 1.638582e-05 1.6890 1.9920 2.401685e-05
532 1029.9788 1129.4990 1.664960e-06 3.089179e-06 9.415952e-06 1.8554 3.0480 1.380105e-05
533 118.9411 1127.4900 3.368988e-06 5.452547e-06 8.516107e-06 1.6185 1.5619 1.248213e-05
534 956.0520 1127.9897 8.280832e-07 1.532876e-06 2.771168e-06 1.8511 1.8078 4.061726e-06
535 135.0353 1130.0024 1.826118e-06 3.264537e-06 5.260714e-06 1.7877 1.6115 7.710677e-06
536 177.0265 1131.5377 1.794632e-06 3.039420e-06 5.198656e-06 1.6936 1.7104 7.619717e-06
537 289.2897 1135.0691 8.678484e-07 1.847315e-06 1.187067e-05 2.1286 6.4259 1.739895e-05
# Look at catalog table that shows all columns, but subset of rows
# Pay attention to rows with a large number of nans, as this may indicate a spurious source
catalog = Table.read("starfield_combined_cat.ecsv")
catalog
| label | xcentroid | ycentroid | sky_centroid | aper_bkg_flux | aper_bkg_flux_err | aper30_flux | aper30_flux_err | aper50_flux | aper50_flux_err | aper70_flux | aper70_flux_err | aper_total_flux | aper_total_flux_err | aper30_abmag | aper30_abmag_err | aper50_abmag | aper50_abmag_err | aper70_abmag | aper70_abmag_err | aper_total_abmag | aper_total_abmag_err | aper30_vegamag | aper30_vegamag_err | aper50_vegamag | aper50_vegamag_err | aper70_vegamag | aper70_vegamag_err | aper_total_vegamag | aper_total_vegamag_err | CI_50_30 | CI_70_50 | CI_70_30 | is_extended | sharpness | roundness | nn_label | nn_dist | isophotal_flux | isophotal_flux_err | isophotal_abmag | isophotal_abmag_err | isophotal_vegamag | isophotal_vegamag_err | isophotal_area | semimajor_sigma | semiminor_sigma | ellipticity | orientation | sky_orientation | sky_bbox_ll | sky_bbox_ul | sky_bbox_lr | sky_bbox_ur |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| deg,deg | Jy | Jy | Jy | Jy | Jy | Jy | Jy | Jy | Jy | Jy | pix | Jy | Jy | pix2 | pix | pix | deg | deg | deg,deg | deg,deg | deg,deg | deg,deg | |||||||||||||||||||||||||||||||
| int64 | float64 | float64 | SkyCoord | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | bool | float64 | float32 | int64 | float64 | float64 | float32 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | SkyCoord | SkyCoord | SkyCoord | SkyCoord |
| 1 | 675.9528 | 4.5782 | 0.0011643021952263142,-0.01830489268840215 | 0.000000e+00 | 1.715720e-09 | 9.821837e-07 | 1.339439e-01 | 1.534174e-06 | nan | 1.941163e-06 | nan | 2.845180e-06 | nan | 23.919518 | 12.836834 | 23.435314 | nan | 23.179845 | nan | 22.764726 | nan | 19.535538 | 12.836834 | 19.051334 | nan | 18.795865 | nan | 18.380746 | nan | 1.5620 | 1.2653 | 1.9764 | False | 0.568360 | 0.078816 | 4 | 21.512007 | 1.649209e-06 | 1.891196e-01 | 23.356811 | 12.648662 | 18.972831 | 12.648662 | 7.0 | 0.740210 | 0.647046 | 0.125861 | 2.912358 | 97.927558 | 0.0012059555612529368,-0.018341867370392867 | 0.001216720709398941,-0.018219196007762416 | 0.001083284187095296,-0.018331102220009193 | 0.0010940493352465512,-0.0182084308573814 |
| 2 | 800.8166 | 16.5479 | 359.9973672147296,-0.01760176195917782 | 8.985366e-08 | 6.958065e-09 | 2.376843e-06 | 1.538523e-01 | 4.612498e-06 | 2.196033e-01 | 1.487258e-05 | 4.843302e-01 | 2.179888e-05 | 7.098871e-01 | 22.959999 | 12.027775 | 22.240160 | 11.694279 | 20.969034 | 11.281921 | 20.553915 | 11.281921 | 18.576019 | 12.027775 | 17.856180 | 11.694279 | 16.585054 | 11.281921 | 16.169935 | 11.281921 | 1.9406 | 3.2244 | 6.2573 | False | 0.534354 | 0.133601 | 10 | 24.263266 | 3.508872e-05 | 8.083786e-01 | 20.037081 | 10.906165 | 15.653101 | 10.906165 | 134.0 | 3.636112 | 2.016595 | 0.445398 | -82.555654 | 12.459546 | 359.99750591166674,-0.017893550174310584 | 359.99755704612045,-0.017310861203113183 | 359.99716856539334,-0.017863946004112754 | 359.997219699847,-0.017281257033337896 |
| 3 | 773.0351 | 12.4837 | 359.9982082734572,-0.017801169462608284 | 3.914661e-08 | 3.140915e-09 | 4.884717e-07 | 1.319843e-01 | 8.393948e-07 | 1.889894e-01 | 1.537787e-06 | 4.324091e-01 | 2.253949e-06 | 6.337859e-01 | 24.677901 | 13.579211 | 24.090084 | 13.381183 | 23.432759 | 13.622500 | 23.017640 | 13.622500 | 20.293922 | 13.579211 | 19.706105 | 13.381183 | 19.048779 | 13.622500 | 18.633660 | 13.622500 | 1.7184 | 1.8320 | 3.1482 | False | 0.611484 | 0.414439 | 7 | 11.853329 | 1.255048e-06 | 1.996491e-01 | 23.653349 | 13.004024 | 19.269370 | 13.004024 | 8.0 | 0.825088 | 0.701610 | 0.149655 | 89.786287 | 184.801487 | 359.9982500137629,-0.01786613756742559 | 359.9982634701981,-0.017712798364445934 | 359.9981273423902,-0.01785537241516954 | 359.9981407988254,-0.01770203321223015 |
| 4 | 695.1160 | 14.3526 | 0.0006029157608153318,-0.017953557224701003 | 8.588586e-10 | 1.899990e-09 | 3.457290e-06 | 1.590210e-01 | 5.722881e-06 | 2.221751e-01 | 9.466951e-06 | 4.571927e-01 | 1.387580e-05 | 6.701116e-01 | 22.553160 | 11.656820 | 22.005963 | 11.472730 | 21.459475 | 11.709745 | 21.044355 | 11.709745 | 18.169181 | 11.656820 | 17.621983 | 11.472730 | 17.075495 | 11.709745 | 16.660375 | 11.709745 | 1.6553 | 1.6542 | 2.7383 | False | 0.638095 | -0.029817 | 1 | 21.512007 | 9.051642e-06 | 3.869643e-01 | 21.508182 | 11.577384 | 17.124202 | 11.577384 | 27.0 | 1.239715 | 1.173809 | 0.053163 | 19.788371 | 114.803571 | 0.0006754646742226116,-0.01804808146777341 | 0.0006943036834938691,-0.01783340658260945 | 0.00046078976987191635,-0.018029242453984667 | 0.0004796287791428601,-0.01781456756888773 |
| 5 | 562.6560 | 17.9919 | 0.004674973066521394,-0.018198436219100042 | 6.299031e-08 | 2.725876e-09 | 1.190594e-06 | 1.432617e-01 | 2.281449e-06 | 2.015974e-01 | 6.606575e-06 | 4.567868e-01 | 9.683317e-06 | 6.695166e-01 | 23.710590 | 12.700925 | 23.004473 | 12.365698 | 21.850059 | 12.099359 | 21.434940 | 12.099359 | 19.326611 | 12.700925 | 18.620494 | 12.365698 | 17.466079 | 12.099359 | 17.050960 | 12.099359 | 1.9162 | 2.8958 | 5.5490 | False | 0.551426 | 0.383012 | 6 | 13.336526 | 1.343607e-05 | 6.295931e-01 | 21.079319 | 11.676992 | 16.695339 | 11.676992 | 77.0 | 2.478983 | 1.919964 | 0.225504 | 21.075816 | 116.091016 | 0.004821006141421886,-0.018350069574861464 | 0.00484791901158842,-0.018043391166382483 | 0.00445299201634376,-0.01831777413078785 | 0.004479904886539779,-0.018011095722322387 |
| 6 | 575.8128 | 15.8102 | 0.004265608904306342,-0.018229936654502305 | 1.964075e-08 | 2.766051e-09 | 3.930516e-07 | 1.297218e-01 | 7.520629e-07 | 1.848884e-01 | 2.026116e-06 | 4.313434e-01 | 2.969696e-06 | 6.322240e-01 | 24.913876 | 13.796412 | 24.209365 | 13.476643 | 23.133339 | 13.320402 | 22.718220 | 13.320402 | 20.529896 | 13.796412 | 19.825385 | 13.476643 | 18.749360 | 13.320402 | 18.334240 | 13.320402 | 1.9134 | 2.6941 | 5.1548 | False | 0.514474 | -0.206728 | 5 | 13.336526 | 7.853684e-07 | 1.702392e-01 | 24.162316 | 13.339971 | 19.778337 | 13.339971 | 6.0 | 0.767940 | 0.569826 | 0.257980 | 43.181550 | 138.196750 | 0.004302344084623272,-0.018273649854745957 | 0.0043131092327074174,-0.018150978491435613 | 0.0041796727096503035,-0.01826288470646635 | 0.004190437857739842,-0.01814021334314411 |
| 7 | 764.1451 | 20.3239 | 359.9985020124224,-0.017584653917550503 | 2.054573e-08 | 1.774916e-09 | 6.260836e-07 | 1.313762e-01 | 1.104910e-06 | 1.867761e-01 | 2.078210e-06 | 3.972201e-01 | 3.046051e-06 | 5.822091e-01 | 24.408419 | 13.304716 | 23.791682 | 13.069992 | 23.105776 | 13.203360 | 22.690657 | 13.203360 | 20.024439 | 13.304716 | 19.407703 | 13.069992 | 18.721797 | 13.203360 | 18.306677 | 13.203360 | 1.7648 | 1.8809 | 3.3194 | False | 0.629158 | 0.143174 | 3 | 11.853329 | 1.536663e-06 | 2.072319e-01 | 23.433553 | 12.824703 | 19.049573 | 12.824703 | 9.0 | 0.918582 | 0.687141 | 0.251955 | -69.842718 | 25.172482 | 359.99854755464804,-0.017645016434680545 | 359.9985610110832,-0.0174916772312152 | 359.99842488327516,-0.01763425128266237 | 359.99843833971033,-0.01748091207922125 |
| 8 | 537.2964 | 24.0008 | 0.005468866604325478,-0.01808240781480801 | -2.828903e-09 | 3.994404e-09 | 4.691052e-07 | 9.342997e-02 | 9.154008e-07 | 1.302383e-01 | 2.360698e-06 | 3.341556e-01 | 3.460096e-06 | 4.897749e-01 | 24.721824 | 13.248045 | 23.995972 | 12.882826 | 22.967399 | 12.877278 | 22.552280 | 12.877278 | 20.337845 | 13.248045 | 19.611992 | 12.882826 | 18.583419 | 12.877278 | 18.168300 | 12.877278 | 1.9514 | 2.5789 | 5.0323 | False | 0.446103 | -0.482979 | 9 | 11.251183 | 7.981771e-07 | 1.199567e-01 | 24.144752 | 12.942320 | 19.760772 | 12.942320 | 6.0 | 0.931804 | 0.549242 | 0.410561 | -0.022515 | 94.992685 | 0.005519920287448713,-0.018133267319444618 | 0.005530685435489823,-0.01801059595581501 | 0.005366581068588843,-0.018119810885069778 | 0.005377346216635454,-0.017997139521446846 |
| 9 | 548.5314 | 23.3973 | 0.005122689703194224,-0.018070677107234232 | 1.579254e-08 | 4.234792e-09 | 3.594430e-07 | 8.890298e-02 | 6.589327e-07 | 1.397484e-01 | 1.941445e-06 | 3.505715e-01 | 2.845594e-06 | 5.138358e-01 | 25.010925 | 13.483220 | 24.352897 | 13.316269 | 23.179687 | 13.141635 | 22.764568 | 13.141635 | 20.626945 | 13.483220 | 19.968918 | 13.316269 | 18.795707 | 13.141635 | 18.380588 | 13.141635 | 1.8332 | 2.9463 | 5.4013 | False | -0.071966 | 0.184805 | 8 | 11.251183 | 1.571135e-06 | 1.664748e-01 | 23.409467 | 12.562848 | 19.025487 | 12.562848 | 13.0 | 2.338838 | 0.412148 | 0.823781 | 6.579680 | 101.594880 | 0.005274577537278771,-0.01811173702438768 | 0.005282651398316554,-0.01801973350168089 | 0.004967899099616788,-0.018084824155128347 | 0.0049759729606624475,-0.017992820632426198 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 528 | 347.2727 | 1117.0138 | 0.014238094862286494,0.014926535571607832 | 1.062130e-08 | 1.338179e-09 | 4.950475e-07 | 1.331027e-01 | 8.823611e-07 | 1.901867e-01 | 1.629736e-06 | 4.351599e-01 | 2.388719e-06 | 6.378179e-01 | 24.663383 | 13.573854 | 24.035884 | 13.333839 | 23.369707 | 13.566333 | 22.954587 | 13.566333 | 20.279403 | 13.573854 | 19.651904 | 13.333839 | 18.985727 | 13.566333 | 18.570608 | 13.566333 | 1.7824 | 1.8470 | 3.2921 | False | 0.595511 | 0.433317 | 514 | 49.249776 | 9.846881e-07 | 1.884709e-01 | 23.916753 | 13.204870 | 19.532773 | 13.204870 | 7.0 | 0.735668 | 0.678668 | 0.077481 | 86.653499 | 181.668699 | 0.014288387150742429,0.014875340127903284 | 0.01429915229806017,0.01499801149093188 | 0.014165715779467403,0.014886105279389984 | 0.014176480926784965,0.015008776642424204 |
| 529 | 191.7102 | 1119.9676 | 0.019016810618830805,0.014598459548012855 | 5.665596e-09 | 1.840528e-09 | 5.326186e-07 | 1.327808e-01 | 9.465852e-07 | 1.936473e-01 | 1.830131e-06 | 4.441310e-01 | 2.682440e-06 | 6.509669e-01 | 24.583959 | 13.491802 | 23.959601 | 13.277134 | 23.243794 | 13.462577 | 22.828675 | 13.462577 | 20.199979 | 13.491802 | 19.575621 | 13.277134 | 18.859815 | 13.462577 | 18.444695 | 13.462577 | 1.7772 | 1.9334 | 3.4361 | False | 0.595625 | 0.170710 | 522 | 17.728544 | 1.013688e-06 | 1.915931e-01 | 23.885240 | 13.191195 | 19.501260 | 13.191195 | 7.0 | 0.737640 | 0.674264 | 0.085917 | 83.708346 | 178.723546 | 0.01904997658028063,0.014550193982176161 | 0.01906074172706416,0.014672865343502227 | 0.018927305212694555,0.01456095913602849 | 0.01893807035948024,0.014683630497389447 |
| 530 | 718.1355 | 1121.6323 | 0.0028769630615498357,0.01606627389204352 | -1.120955e-09 | 2.348914e-09 | 3.490402e-06 | 1.621290e-01 | 5.807847e-06 | 2.237109e-01 | 9.637133e-06 | 4.553017e-01 | 1.412523e-05 | 6.673398e-01 | 22.542811 | 11.667486 | 21.989962 | 11.464208 | 21.440130 | 11.685901 | 21.025011 | 11.685901 | 18.158832 | 11.667486 | 17.605982 | 11.464208 | 17.056151 | 11.685901 | 16.641031 | 11.685901 | 1.6639 | 1.6593 | 2.7610 | False | 0.608856 | 0.027462 | 527 | 13.595424 | 9.130446e-06 | 3.989905e-01 | 21.498770 | 11.601201 | 17.114790 | 11.601201 | 29.0 | 1.257635 | 1.206698 | 0.040502 | 65.854481 | 160.869681 | 0.0029493590055750547,0.015963119877205386 | 0.002968198014558434,0.016177794762848516 | 0.0027346841024657614,0.015981958880930437 | 0.0027535231114569456,0.016196633766506402 |
| 531 | 548.2488 | 1127.3788 | 0.008102488232169148,0.015785291906440336 | 7.230905e-08 | 3.841395e-09 | 4.870325e-06 | 1.788310e-01 | 8.225834e-06 | 2.445200e-01 | 1.638582e-05 | 4.893661e-01 | 2.401685e-05 | 7.172683e-01 | 22.181105 | 11.412242 | 21.612050 | 11.182872 | 20.863829 | 11.187951 | 20.448710 | 11.187951 | 17.797125 | 11.412242 | 17.228070 | 11.182872 | 16.479850 | 11.187951 | 16.064730 | 11.187951 | 1.6890 | 1.9920 | 3.3644 | False | 0.581797 | 0.018508 | 526 | 13.102683 | 2.769917e-05 | 7.576290e-01 | 20.293833 | 11.092514 | 15.909853 | 11.092514 | 107.0 | 2.669015 | 1.852658 | 0.305865 | -20.908025 | 74.107175 | 0.008326996745655076,0.01561481607327388 | 0.008356600902037329,0.015952162322674438 | 0.00783631125160215,0.01565787666582994 | 0.007865915408059981,0.015995222915251902 |
| 532 | 1029.9788 | 1129.4990 | 359.99333457525603,0.017146788239863073 | 3.913970e-08 | 5.976516e-09 | 1.664960e-06 | 1.451954e-01 | 3.089179e-06 | 2.071294e-01 | 9.415952e-06 | 4.619581e-01 | 1.380105e-05 | 6.770962e-01 | 23.346490 | 12.351385 | 22.675392 | 12.066013 | 21.465339 | 11.726868 | 21.050220 | 11.726868 | 18.962510 | 12.351385 | 18.291412 | 12.066013 | 17.081360 | 11.726868 | 16.666240 | 11.726868 | 1.8554 | 3.0480 | 5.6554 | False | 0.532994 | -0.955293 | 517 | 42.080789 | 1.712375e-05 | 6.535887e-01 | 20.816003 | 11.454293 | 16.432023 | 11.454293 | 83.0 | 3.121849 | 1.593708 | 0.489499 | -47.106253 | 47.908947 | 359.99351711987725,0.016945375006633314 | 359.99354941532096,0.017313389085365283 | 359.9931184379333,0.016980361706632616 | 359.9931507333769,0.017348375784701726 |
| 533 | 118.9411 | 1127.4900 | 0.02126872921805628,0.014633312066820246 | -1.118574e-08 | 2.091267e-09 | 3.368988e-06 | 1.645035e-01 | 5.452547e-06 | 2.280033e-01 | 8.516107e-06 | 4.722876e-01 | 1.248213e-05 | 6.922363e-01 | 22.581251 | 11.721711 | 22.058502 | 11.553380 | 21.574397 | 11.859933 | 21.159278 | 11.859933 | 18.197271 | 11.721711 | 17.674522 | 11.553380 | 17.190417 | 11.859933 | 16.775298 | 11.859933 | 1.6185 | 1.5619 | 2.5278 | False | 0.602370 | 0.053774 | 535 | 16.289166 | 7.865112e-06 | 3.927388e-01 | 21.660738 | 11.746019 | 17.276758 | 11.746019 | 26.0 | 1.207668 | 1.121406 | 0.071429 | -89.866878 | 5.148322 | 0.02133554457814273,0.014535045666212661 | 0.021354383584449747,0.014749720546151358 | 0.021151537530259158,0.01455119339864678 | 0.021170376536625242,0.014765868278761423 |
| 534 | 956.0520 | 1127.9897 | 359.9955976876145,0.0169015431180713 | -4.255541e-09 | 1.542186e-09 | 8.280832e-07 | 1.363415e-01 | 1.532876e-06 | 1.925270e-01 | 2.771168e-06 | 4.317036e-01 | 4.061726e-06 | 6.327519e-01 | 24.104815 | 13.041392 | 23.436233 | 12.747470 | 22.793343 | 12.981314 | 22.378224 | 12.981314 | 19.720835 | 13.041392 | 19.052253 | 12.747470 | 18.409363 | 12.981314 | 17.994244 | 12.981314 | 1.8511 | 1.8078 | 3.3465 | False | 0.549348 | -0.098827 | 510 | 63.846605 | 1.788253e-06 | 2.138606e-01 | 23.268927 | 12.694263 | 18.884948 | 12.694263 | 9.0 | 0.784380 | 0.780438 | 0.005027 | -66.846304 | 28.168896 | 359.9956412748451,0.01685167987319435 | 359.9956520399931,0.016974351233852762 | 359.9955186034758,0.016862445013223624 | 359.99552936862375,0.01698511637381536 |
| 535 | 135.0353 | 1130.0024 | 0.020781914851667194,0.014753675570665424 | -8.627487e-09 | 2.961937e-09 | 1.826118e-06 | 1.484865e-01 | 3.264537e-06 | 2.138176e-01 | 5.260714e-06 | 4.575606e-01 | 7.710677e-06 | 6.706508e-01 | 23.246178 | 12.275409 | 22.615446 | 12.040571 | 22.097388 | 12.348522 | 21.682269 | 12.348522 | 18.862198 | 12.275409 | 18.231466 | 12.040571 | 17.713408 | 12.348522 | 17.298289 | 12.348522 | 1.7877 | 1.6115 | 2.8808 | False | 0.613488 | 0.112932 | 533 | 16.289166 | 4.658411e-06 | 3.397034e-01 | 22.229405 | 12.157170 | 17.845426 | 12.157170 | 21.0 | 1.109484 | 1.092150 | 0.015623 | 76.909230 | 171.924430 | 0.020852932976350335,0.014670109805986624 | 0.020869080696166123,0.014854116846175719 | 0.020668925927687338,0.014686257538164476 | 0.02068507364753345,0.0148702645784788 |
| 536 | 177.0265 | 1131.5377 | 0.019498266467649128,0.014913771519146132 | 5.576285e-09 | 3.350800e-09 | 1.794632e-06 | 1.479083e-01 | 3.039420e-06 | 2.093931e-01 | 5.198656e-06 | 4.592599e-01 | 7.619717e-06 | 6.731414e-01 | 23.265062 | 12.290056 | 22.693023 | 12.095445 | 22.110272 | 12.365431 | 21.695153 | 12.365431 | 18.881082 | 12.290056 | 18.309043 | 12.095445 | 17.726293 | 12.365431 | 17.311173 | 12.365431 | 1.6936 | 1.7104 | 2.8968 | False | 0.604867 | -0.204642 | 529 | 18.694339 | 4.952313e-06 | 3.566795e-01 | 22.162980 | 12.143690 | 17.779000 | 12.143690 | 23.0 | 1.188099 | 1.134902 | 0.044775 | -36.526813 | 58.488387 | 0.019567574916271927,0.014813811768727883 | 0.01958641392302075,0.015028486649884886 | 0.019383567865608044,0.014829959500013841 | 0.019402406872397096,0.0150446343813094 |
| 537 | 289.2897 | 1135.0691 | 0.016064902259566687,0.01532420523894071 | 1.904178e-08 | 2.316119e-09 | 8.678484e-07 | 1.677204e-01 | 1.847315e-06 | nan | 1.187067e-05 | nan | 1.739895e-05 | nan | 24.053890 | 13.215361 | 23.233648 | nan | 21.213812 | nan | 20.798693 | nan | 19.669911 | 13.215361 | 18.849668 | nan | 16.829832 | nan | 16.414713 | nan | 2.1286 | 6.4259 | 13.6783 | True | 0.318986 | 0.865758 | 521 | 46.717533 | 4.146719e-06 | 4.197192e-01 | 22.355738 | 12.513146 | 17.971759 | 12.513146 | 23.0 | 1.646048 | 0.973216 | 0.408756 | 1.054536 | 96.069736 | 0.016174209585740784,0.015235216137846898 | 0.016187666019650358,0.015388555340142796 | 0.015898199003109063,0.015259437731029718 | 0.015911655437044293,0.015412776933412576 |
# Read in i2d combined Image
im_i2d = ImageModel(input_file)
# read in ecsv photom file
from astropy.visualization import LogStretch, PercentileInterval, ManualInterval
from astropy import table
viz2 = LogStretch() + ManualInterval(0,10)
plt.figure(figsize=(20,20))
#plt.imshow(viz2(im_i2d.data), origin='lower')
plt.imshow(im_i2d.data, origin='lower', cmap='rainbow', vmin=0, vmax=5)
plt.colorbar()
plt.scatter(data['xcentroid'], data['ycentroid'],lw=1, s=10,color='red')
<matplotlib.collections.PathCollection at 0x7f3b7460dc60>
#create_scatterplot(catalog['label'], catalog['aper_total_flux'],title='Total Flux in '+str(catalog['aper_total_flux'].unit))
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.scatter(catalog['label'], catalog['aper_total_flux'])
plt.yscale('log')
plt.title('Total Flux in '+ str(catalog['aper_total_flux'].unit))
plt.xlabel('label')
plt.ylabel('aper_total_flux')
Text(0, 0.5, 'aper_total_flux')
create_scatterplot(catalog['label'], catalog['aper_total_abmag'],title='Total AB mag')
create_scatterplot(catalog['aper_total_abmag'], catalog['aper_total_abmag_err'],title='Total AB mag vs error')
Since this is a simulated data set, we can compare the output catalog information from the pipeline with the input catalog information used to create the simulation. Grab the input catalog x,y values and the output catalog x and y values.
# Read in catalogs used for simulated data
sim_star_cat = Table.read('input_sim_stars.cat', format='ascii')
sim_gal_cat = Table.read('input_sim_galaxies.cat', format='ascii')
sim_star_cat
| x | y | Teff | Ks | J |
|---|---|---|---|---|
| float64 | float64 | float64 | float64 | float64 |
| 80.2510308154624 | 23.997467884837725 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| -47.261524228197935 | 10.919745186379808 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 0.30699104430734203 | -58.51295402429979 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 93.61585359712294 | 10.466443553979882 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 70.96910779066107 | 63.07387861912006 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 92.9069476014962 | 64.30856174275276 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| -15.68679078862531 | 31.013432097907607 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 46.755851500202645 | -48.43985094005038 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 89.7351811921786 | 53.11182881807044 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| 36.8486881036986 | 55.211246043351814 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 |
| ... | ... | ... | ... | ... |
| -53.75703837846754 | -15.056996445192539 | 5129.638599639223 | 13.89851702505835 | 14.41384375773162 |
| -0.03077487414979152 | 36.278182742815886 | 5115.269231711902 | 13.881869560311879 | 14.401307904146263 |
| 95.63356755906099 | 44.16471129241473 | 5075.067865858648 | 13.826451018457695 | 14.3573115045063 |
| 90.27300634079342 | 14.709913368541772 | 5039.59863458312 | 13.777190092365087 | 14.318203593715223 |
| 66.73346488575024 | 53.530350294809374 | 4892.405122741114 | 13.126635236879519 | 13.714329206276458 |
| 64.8587912432001 | 35.35455796920176 | 4855.908749660536 | 12.776853158671695 | 13.375350808436671 |
| -53.64831916556537 | -32.595812402656435 | 4854.752641485985 | 12.76623009636547 | 13.365197793135147 |
| -46.87584310414583 | -39.38515541475271 | 4789.363060890498 | 12.23192086544233 | 12.851491317487538 |
| 80.81191419293565 | 31.516610885465813 | 4747.458346750021 | 11.94688436179194 | 12.581530000493744 |
| 96.33858842136043 | 46.06905445046372 | 4618.2593456723625 | 11.191917165072244 | 11.872435221133179 |
# join the star and galaxy catalogs used to make the simulations
combined = table.vstack([sim_star_cat, sim_gal_cat])
combined
| x | y | Teff | Ks | J | si | ell | posang | reff | flux |
|---|---|---|---|---|---|---|---|---|---|
| float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 |
| 80.2510308154624 | 23.997467884837725 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| -47.261524228197935 | 10.919745186379808 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 0.30699104430734203 | -58.51295402429979 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 93.61585359712294 | 10.466443553979882 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 70.96910779066107 | 63.07387861912006 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 92.9069476014962 | 64.30856174275276 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| -15.68679078862531 | 31.013432097907607 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 46.755851500202645 | -48.43985094005038 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 89.7351811921786 | 53.11182881807044 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| 36.8486881036986 | 55.211246043351814 | 2304.0929760558447 | 22.320700043360187 | 23.18070004336019 | -- | -- | -- | -- | -- |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 67.9805698605627 | 28.494828715119297 | -- | -- | -- | 2.1096031965990987 | 0.20429700021417183 | 163.06816649011344 | 1.2715822225420945 | 13.752965618162937 |
| -4.446155064406765 | 12.985674228459532 | -- | -- | -- | 7.321844705461592 | 0.4501652135521971 | 105.14019169110954 | 1.8511745519437588 | 20.07141274178467 |
| 64.7244492666461 | 10.113732329735475 | -- | -- | -- | 8.656346507536115 | 0.14694556628740923 | 162.43083457274233 | 1.610374819963926 | 66.30990252944302 |
| -26.44617200253474 | -63.88803361596829 | -- | -- | -- | 9.257830349772924 | 0.552517577845459 | 141.17379575911065 | 1.7555307879881636 | 85.42806519275359 |
| 12.353908822597736 | 10.271889771234832 | -- | -- | -- | 1.0276353349444474 | 0.18091589308864187 | 107.22059356945567 | 0.4673720066992323 | 39.37631906390017 |
| -42.21461912208557 | 62.45020775429763 | -- | -- | -- | 5.92465228732547 | 0.16970442816082973 | 202.415935614884 | 1.7791109904857216 | 131.3721604911842 |
| -48.68869520916011 | -16.576483230280186 | -- | -- | -- | 8.178707887219758 | 0.5984672675322196 | 140.78836334886316 | 0.898280342552625 | 59.0685397583837 |
| 86.72084849551925 | -30.653820797204745 | -- | -- | -- | 4.08216110337432 | 0.11388325542173025 | 167.92605707130545 | 1.0411257693724623 | 32.74018847376189 |
| 90.56731424478109 | -11.922514577935111 | -- | -- | -- | 7.5528059599878805 | 0.396357895737423 | 185.127012207533 | 0.25769212999045565 | 168.84275608114189 |
| 65.4485869690741 | 60.09508331438365 | -- | -- | -- | 2.379528991927928 | 0.3037143249770903 | 104.28886580660799 | 1.8117913320142096 | 144.44919876820663 |
sim_ra = combined['x']/3600.
sim_dec = combined['y']/3600.
# Put star positions into RA and Dec
# import coordinate conversion tools
#import miricoord.tel.tel_tools as teltools
#import miricoord.imager.mirim_pipetools as mpt
#import miricoord.imager.mirim_tools as mt
#import pysiaf
#filt = 'F560W'
# use pipeline to get v2ref and v3ref coordinates
#siaf = pysiaf.Siaf('MIRI')
#xref,yref=siaf['MIRIM_FULL'].XDetRef,siaf['MIRIM_FULL'].YDetRef
#xref,yref=xref-1,yref-1
#v2ref,v3ref=mt.xytov2v3(xref,yref,filt)
# set reference for RA and Dec
#raref = 0.0
#decref = 0.0
#rollref = 0.0
#sim_ra = np.zeros(len(combined))
#sim_dec = np.zeros(len(combined))
# cycle through list of coordinates input into scene and get RA/Dec values out, printing to file
#for i in range(len(combined)):
#print(combined['x'][i])
# v2 = v2ref + combined['x'][i]
# v3 = v3ref + combined['y'][i]
# ra,dec,newroll=teltools.jwst_v2v3toradec(v2,v3,v2ref=v2ref,v3ref=v3ref,raref=raref,decref=decref,rollref=rollref)
# sim_ra[i] = ra
# sim_dec[i] = dec
#print(np.shape(sim_ra))
#print(sim_ra, sim_dec)
cat_ra = catalog['sky_centroid'].ra.deg
for i in range(len(cat_ra)):
if (cat_ra[i]>180.):
cat_ra[i] -= 360.
cat_dec = catalog['sky_centroid'].dec.deg
# set the tolerance for differences and initialize counters
tol = 1.e-5 # Set tolerance around 30 mas (units here are in degrees; 36 mas ~ 1e-5 deg)
found_count=0
multiples_count=0
missed_count=0
# Set up array for matches
detected = np.chararray(len(sim_ra))
#print(np.shape(detected))
for ra,dec,idx in zip(sim_ra, sim_dec,range(len(sim_ra))):
match = np.where((np.abs(ra-cat_ra) < tol) & (np.abs(dec-cat_dec) < tol))
#print('match', match)
if np.size(match) == 1:
found_count +=1
detected[idx] = 'Y'
if np.size(match) > 1:
multiples_count +=1
if np.size(match) < 1:
missed_count +=1
#print(np.shape(detected))
total_percent_found = (found_count/len(sim_ra))*100
print('\n')
print('SNR threshold used for pipeline: ',pipe3.source_catalog.snr_threshold)
print('Total matches found:',found_count)
print('Total missed:',missed_count)
print('Number of multiples: ',multiples_count)
print('Total number of input (simulated) sources:',len(combined))
print('Total number in output catalog:',len(catalog))
print('Total percent found:',total_percent_found)
print('\n')
SNR threshold used for pipeline: 8 Total matches found: 418 Total missed: 4621 Number of multiples: 0 Total number of input (simulated) sources: 5039 Total number in output catalog: 537 Total percent found: 8.295296685850367
Photutils includes a package to match sources between catalogs by providing a max separation value. Set that value and compare the two catalogs.
catalog_in = SkyCoord(ra=sim_ra*u.degree, dec=sim_dec*u.degree) # full simulated catalog, stars+galaxies
catalog_out = SkyCoord(ra=cat_ra*u.degree, dec=cat_dec*u.degree)
max_sep = 0.04 * u.arcsec # Set match at around 30 mas
# match full tables
idx, d2d, d3d = match_coordinates_sky(catalog_in, catalog_out)
sep_constraint = d2d < max_sep
combined_matched = combined[sep_constraint] # simulated sources matched
catalog_matched = catalog[idx[sep_constraint]] # sources found matched
print(catalog_matched.colnames)
print()
print(catalog_matched)
['label', 'xcentroid', 'ycentroid', 'sky_centroid', 'aper_bkg_flux', 'aper_bkg_flux_err', 'aper30_flux', 'aper30_flux_err', 'aper50_flux', 'aper50_flux_err', 'aper70_flux', 'aper70_flux_err', 'aper_total_flux', 'aper_total_flux_err', 'aper30_abmag', 'aper30_abmag_err', 'aper50_abmag', 'aper50_abmag_err', 'aper70_abmag', 'aper70_abmag_err', 'aper_total_abmag', 'aper_total_abmag_err', 'aper30_vegamag', 'aper30_vegamag_err', 'aper50_vegamag', 'aper50_vegamag_err', 'aper70_vegamag', 'aper70_vegamag_err', 'aper_total_vegamag', 'aper_total_vegamag_err', 'CI_50_30', 'CI_70_50', 'CI_70_30', 'is_extended', 'sharpness', 'roundness', 'nn_label', 'nn_dist', 'isophotal_flux', 'isophotal_flux_err', 'isophotal_abmag', 'isophotal_abmag_err', 'isophotal_vegamag', 'isophotal_vegamag_err', 'isophotal_area', 'semimajor_sigma', 'semiminor_sigma', 'ellipticity', 'orientation', 'sky_orientation', 'sky_bbox_ll', 'sky_bbox_ul', 'sky_bbox_lr', 'sky_bbox_ur']
label xcentroid ... sky_bbox_ur
... deg,deg
----- --------- ... --------------------------------------------
53 700.9981 ... 0.00072028115522625,-0.013663643833159062
50 562.9848 ... 0.004933604564422034,-0.014249716371583877
180 540.1789 ... 0.006551311261702788,-0.003915217224953348
394 712.3905 ... 0.0023583395513293256,0.00887615713434961
277 781.8568 ... 359.99968948084245,0.003114985661977709
249 774.7901 ... 359.9997103830791,0.000888061936113821
429 773.6755 ... 0.0005565108883456984,0.010177727065777551
306 805.1856 ... 359.99913214123706,0.004863616628974098
211 736.1684 ... 0.0006830521428696413,-0.0017623292595226982
446 162.8437 ... 0.01938337546939097,0.009545389373135508
... ... ... ...
74 809.1211 ... 359.99735495640607,-0.011514075225784659
450 743.1003 ... 0.0013404825201330246,0.011715937844013891
419 794.5809 ... 359.9995912876307,0.010447855280056994
522 207.9637 ... 0.01800245128918061,0.015291105012232502
436 210.5388 ... 0.017099998941528558,0.01064198595301808
406 63.8713 ... 0.02151078559473692,0.010193104786233339
212 716.4900 ... 0.00096500922171332,-0.001014472182657635
2 800.8166 ... 359.997219699847,-0.017281257033337896
143 726.7474 ... 0.0002793590890738714,-0.006362505757850938
423 1057.6032 ... 359.99160419218157,0.010994250369012575
Length = 419 rows
#match RA and Dec
idx, d2d, d3d = match_coordinates_sky(catalog_in, catalog_out)
sep_constraint = d2d < max_sep
catalog_in_matches = catalog_in[sep_constraint]
catalog_out_matches = catalog_out[idx[sep_constraint]]
print(catalog_out_matches)
<SkyCoord (ICRS): (ra, dec) in deg
[(7.90295027e-04, -1.37468746e-02), (5.00534374e-03, -1.43179638e-02),
(6.61529834e-03, -4.00344802e-03), (2.41689650e-03, 8.80055455e-03),
(3.59999764e+02, 3.02787919e-03), (3.59999788e+02, 8.22365332e-04),
(6.35936258e-04, 1.00881390e-02), (3.59999196e+02, 4.77525717e-03),
(7.47367578e-04, -1.85052750e-03), (1.94585536e-02, 9.46661052e-03),
(2.88099926e-03, -1.13959237e-02), (5.58510932e-03, -4.45061598e-03),
(3.59994265e+02, -6.89387191e-03), (8.85340147e-04, -2.62921378e-03),
(3.59998010e+02, -8.09487473e-03), (2.27009779e-03, -1.20221007e-02),
(4.02370459e-04, -3.38198948e-03), (4.76167455e-03, 5.58473896e-03),
(3.59992427e+02, -5.80736714e-03), (6.46534268e-04, -1.30302918e-03),
(3.59999694e+02, 1.37579491e-03), (1.22921057e-02, 5.38805910e-03),
(2.00207560e-02, 7.90461343e-03), (1.08817436e-02, -2.85137800e-03),
(2.26807919e-02, 5.44509051e-03), (1.33968684e-03, 9.34633005e-03),
(1.39740703e-03, 1.08901698e-02), (1.90168106e-02, 1.45984595e-02),
(3.27614191e-03, 1.97486749e-03), (7.98684004e-03, 6.65209429e-03),
(1.02902691e-02, -6.90146120e-03), (3.59999125e+02, 3.62802822e-03),
(3.59996033e+02, 1.72458796e-03), (3.59996118e+02, 7.05988362e-03),
(3.59998791e+02, 1.21355351e-02), (1.01291804e-02, -9.28265984e-03),
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(1.69418636e-03, 1.13798285e-02), (3.59999989e+02, 1.00787333e-02),
(1.85374070e-02, 1.48593315e-02), (1.80156876e-02, 9.82105475e-03),
(2.24546126e-02, 8.75344963e-03), (1.38722442e-03, -1.48914699e-03),
(3.59997367e+02, -1.76017620e-02), (6.07776395e-04, -6.75889975e-03),
(3.59991922e+02, 1.07791799e-02)]>
Now, catalog_in_matches and catalog_out_matches are the matched sources in catalog_in and catalog_out, respectively, which are separated less than our max_sep value.
print('Number of matched sources using max separation of '+str(max_sep)+': ',len(catalog_matched))
Number of matched sources using max separation of 0.04 arcsec: 419
The simulated positions are in red and the sources found with source catalog are marked in blue. Matched sources from both are marked in green.
#rrr = catalog_in_matches.ra.deg
#ddd = catalog_in_matches.dec.deg
rrr = catalog_matched['sky_centroid'].ra.deg
ddd = catalog_matched['sky_centroid'].dec.deg
# make sure ra is in proper range for display
plt.figure(figsize=(20,20))
for i in range(len(rrr)):
if (rrr[i]>180.):
rrr[i] -= 360.
plt.scatter(rrr, ddd, lw=1, s=108,color='green')
plt.scatter(sim_ra, sim_dec,lw=1, s=18,color='red')
plt.scatter(cat_ra, cat_dec,lw=1, s=18,color='blue')
<matplotlib.collections.PathCollection at 0x7f3b73b11360>
# Convert matched RA/Dec values back to x, y to plot on image
#print(catalog_out_matches)
# Read in wcs values from file header (in extension 1)
#hdu = fits.open(input_file)[1]
#wcs = WCS(hdu.header)
# convert positions from RA/Dec back to x,y
#x_matched, y_matched = wcs.world_to_pixel(catalog_out_matches)
#print(x_matched)
# Plot all matched sources in red
viz2 = LogStretch() + ManualInterval(0,10)
plt.figure(figsize=(20,20))
#plt.imshow(viz2(im_i2d.data), origin='lower')
plt.imshow(im_i2d.data, origin='lower', cmap='rainbow', vmin=0, vmax=5)
plt.colorbar()
#plt.scatter(x_matched, y_matched,lw=1, s=10,color='red')
plt.scatter(catalog_matched['xcentroid'], catalog_matched['ycentroid'], lw=1, s=10, color='red')
<matplotlib.collections.PathCollection at 0x7f3b73c6f880>
The full source_catalog output is shown with black dots and the matched sources are shown with smaller white dots over the black dots. This shows the sources that were found in the catalog (source_catalog step) but not listed as a match between the input and calculated catalogs.
viz2 = LogStretch() + ManualInterval(0,10)
plt.figure(figsize=(20,20))
#plt.imshow(viz2(im_i2d.data), origin='lower')
plt.imshow(im_i2d.data, origin='lower', cmap='rainbow', vmin=0, vmax=5)
plt.colorbar()
plt.scatter(data['xcentroid'], data['ycentroid'],lw=1, s=10,color='black')
#plt.scatter(x_matched, y_matched,lw=1, s=5,color='white')
plt.scatter(catalog_matched['xcentroid'], catalog_matched['ycentroid'], lw=1, s=5, color='white')
<matplotlib.collections.PathCollection at 0x7f3b73a39ea0>
Are there more stars/galaxies in the simulation input catalogs than actually fit on the combined image? That would explain the sources beyond image edges.
print(catalog_in)
<SkyCoord (ICRS): (ra, dec) in deg
[(2.22919530e-02, 0.00666596), (3.59986872e+02, 0.00303326),
(8.52752901e-05, -0.0162536 ), ..., (2.40891246e-02, -0.00851495),
(2.51575873e-02, -0.00331181), (1.81801630e-02, 0.01669308)]>
# Read in wcs values from file header (in extension 1)
hdu = fits.open(input_file)[1]
wcs = WCS(hdu.header)
# convert positions from RA/Dec back to x,y
x_sim, y_sim = wcs.world_to_pixel(catalog_in)
# Many sources go beyond image edges. Only display sources that were actually in FOV of combined image.
minval = 0
maxval = 1140
ind = np.where((x_sim > minval) & (x_sim < 1110)& (y_sim > minval) & (y_sim < maxval))
viz2 = LogStretch() + ManualInterval(0,10)
plt.figure(figsize=(20,20))
#plt.imshow(viz2(im_i2d.data), origin='lower')
plt.imshow(im_i2d.data, origin='lower', cmap='rainbow', vmin=0, vmax=5)
plt.colorbar()
plt.scatter(x_sim[ind], y_sim[ind],lw=1, s=5,color='white')
<matplotlib.collections.PathCollection at 0x7f3b77d537f0>
Input catalog 'combined' has Ks and J columns for stars and flux for galaxies. Output source catalog 'catalog' has aper_total_flux, 'isophotal_flux', 'aper_total_abmag', 'aper_total_vegamag', 'isophotal_abmag' and isophotal_vegamag.
The first plot compares the magnitudes for the input simulated catalog (in blue) and the sources found with source catalog in green.
flux, wref = mag2flux(combined_matched['Ks'], band="Ks", system="2MASS")
fnew = extrapolate_flux(flux, wref, 7.7, combined_matched['Teff'])
F770W_ABmag = -2.5*np.log10((fnew.to(u.Jy)).value) + 8.9
2022-07-07 08:19:36,353 - stpipe - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.10/site-packages/astropy/units/quantity.py:611: RuntimeWarning: divide by zero encountered in divide result = super().__array_ufunc__(function, method, *arrays, **kwargs) 2022-07-07 08:19:36,366 - stpipe - WARNING - /internal/data1/jenkins/workspace/Notebooks/jwst_validation_notebooks_spacetelescope/miniconda3/envs/jwst_validation_notebooks/lib/python3.10/site-packages/astropy/units/quantity.py:611: RuntimeWarning: invalid value encountered in divide result = super().__array_ufunc__(function, method, *arrays, **kwargs)
Magnitude Ks
------------------
20.212416840039857
19.934826556011455
19.89842611596745
19.89751610496635
19.84382545590144
19.82198519187504
19.782854718827735
19.74554426778263
19.74372424578043
19.73826417977383
...
14.565132036559508
14.414375725214086
13.952102383594207
13.881869560311879
13.126635236879519
12.776853158671695
11.94688436179194
--
--
--
--
Length = 419 rows in 2MASS band Ks -> Flux: [5.48231164e-06 7.07945512e-06 7.32082472e-06 7.32696325e-06
7.69839645e-06 7.85482255e-06 8.14307749e-06 8.42777142e-06
8.44191076e-06 8.48447127e-06 8.54871469e-06 8.70780950e-06
8.72241867e-06 8.82537138e-06 8.94452043e-06 9.10334816e-06
9.22625010e-06 9.24172906e-06 9.27276492e-06 9.33514966e-06
9.33514966e-06 9.59695437e-06 9.62111583e-06 9.63725725e-06
9.70209421e-06 9.71837149e-06 9.71837149e-06 9.73467608e-06
9.79195786e-06 9.85783560e-06 1.00497133e-05 1.03488913e-05
1.04010660e-05 1.04798217e-05 1.05414881e-05 1.05712618e-05
1.06134138e-05 1.06698781e-05 1.07124233e-05 1.07266427e-05
1.07408810e-05 1.07765594e-05 1.07765594e-05 1.08770909e-05
1.08915288e-05 1.08987550e-05 1.09059860e-05 1.09567373e-05
1.10077248e-05 1.10077248e-05 1.10296491e-05 1.10442896e-05
1.10736289e-05 1.10956845e-05 1.11621153e-05 1.11621153e-05
1.12438488e-05 1.12438488e-05 1.12587736e-05 1.12662434e-05
1.13186712e-05 1.13939915e-05 1.14015511e-05 1.14166852e-05
1.14546085e-05 1.15155480e-05 1.15614652e-05 1.15768117e-05
1.16152668e-05 1.16461230e-05 1.16538498e-05 1.16693188e-05
1.17938126e-05 1.19512992e-05 1.19830480e-05 1.19909983e-05
1.20388114e-05 1.20788012e-05 1.21672471e-05 1.21995695e-05
1.21995695e-05 1.22157630e-05 1.24117687e-05 1.24447407e-05
1.24447407e-05 1.24612595e-05 1.24860789e-05 1.25026526e-05
1.26528096e-05 1.26612043e-05 1.27032616e-05 1.27962800e-05
1.27962800e-05 1.28302734e-05 1.28387859e-05 1.29585552e-05
1.30361392e-05 1.30707698e-05 1.32893056e-05 1.33688697e-05
1.33777395e-05 1.35204595e-05 1.36647021e-05 1.37556342e-05
1.38379902e-05 1.38839565e-05 1.39670809e-05 1.39856204e-05
1.41442036e-05 1.42666853e-05 1.43045849e-05 1.43235725e-05
1.44667848e-05 1.45148398e-05 1.45244699e-05 1.45437493e-05
1.45920599e-05 1.46308239e-05 1.46308239e-05 1.46989089e-05
1.46989089e-05 1.48360307e-05 1.48853122e-05 1.49248552e-05
1.51233294e-05 1.51874417e-05 1.52887391e-05 1.53442768e-05
1.53814139e-05 1.54093258e-05 1.54559581e-05 1.55308635e-05
1.55402521e-05 1.56250059e-05 1.56817651e-05 1.56912450e-05
1.57959027e-05 1.58150063e-05 1.58245667e-05 1.58820508e-05
1.59108711e-05 1.59686687e-05 1.60266763e-05 1.60557590e-05
1.61726187e-05 1.61921779e-05 1.63989825e-05 1.64287409e-05
1.64784582e-05 1.64884197e-05 1.64884197e-05 1.65083608e-05
1.66184685e-05 1.66889192e-05 1.67596685e-05 1.69020681e-05
1.70148019e-05 1.71905075e-05 1.73890324e-05 1.77285861e-05
1.77607572e-05 1.77929867e-05 1.78145055e-05 1.79008413e-05
1.79333250e-05 1.79333250e-05 1.80966299e-05 1.81185159e-05
1.81294688e-05 1.81623674e-05 1.84388542e-05 1.84946546e-05
1.85618380e-05 1.85730589e-05 1.86630710e-05 1.88786018e-05
1.91197172e-05 1.91775780e-05 1.91891712e-05 1.92356139e-05
1.94695194e-05 1.95166407e-05 1.95166407e-05 1.96824651e-05
1.97181818e-05 1.97301018e-05 1.97420290e-05 1.98257213e-05
1.98616980e-05 2.00789332e-05 2.02128560e-05 2.02740249e-05
2.02985443e-05 2.03722805e-05 2.05205575e-05 2.06506823e-05
2.07066309e-05 2.07189739e-05 2.09424114e-05 2.13837943e-05
2.14987886e-05 2.15757948e-05 2.16144013e-05 2.19257505e-05
2.19780763e-05 2.20305270e-05 2.20699471e-05 2.22415845e-05
2.22813823e-05 2.23611917e-05 2.25485271e-05 2.26697849e-05
2.27645471e-05 2.28460872e-05 2.28869666e-05 2.30364861e-05
2.30495456e-05 2.30495456e-05 2.30756868e-05 2.31542884e-05
2.32595071e-05 2.33255115e-05 2.34182324e-05 2.35780409e-05
2.36047814e-05 2.37254898e-05 2.44905577e-05 2.46018487e-05
2.46996432e-05 2.48822941e-05 2.50520934e-05 2.51516777e-05
2.51659363e-05 2.53951763e-05 2.54239777e-05 2.54672411e-05
2.56265044e-05 2.57137947e-05 2.57867638e-05 2.58306445e-05
2.59774537e-05 2.59774537e-05 2.60069155e-05 2.61250973e-05
2.61695538e-05 2.61843894e-05 2.62884746e-05 2.64528737e-05
2.66333909e-05 2.66635966e-05 2.69369944e-05 2.73523564e-05
2.77426594e-05 2.80589079e-05 2.80911693e-05 2.81249499e-05
2.81587711e-05 2.85506507e-05 2.85849838e-05 2.88958459e-05
2.99027209e-05 3.01191249e-05 3.01734701e-05 3.02097547e-05
3.07038893e-05 3.09446805e-05 3.09632810e-05 3.10751185e-05
3.13941902e-05 3.18119747e-05 3.20807276e-05 3.21579303e-05
3.27429038e-05 3.29600501e-05 3.32185350e-05 3.46456235e-05
3.54245445e-05 3.57667762e-05 3.61992188e-05 3.67471321e-05
3.79590938e-05 3.82797786e-05 3.84180430e-05 3.86495943e-05
3.86976757e-05 3.88191603e-05 3.88191603e-05 3.95561189e-05
3.95809237e-05 3.98048678e-05 3.99548674e-05 4.04082661e-05
4.09180794e-05 4.11753930e-05 4.16948847e-05 4.34561611e-05
4.34561611e-05 4.36746434e-05 4.46434923e-05 4.49242332e-05
4.55480931e-05 4.56910834e-05 4.58345226e-05 4.62965610e-05
4.67632570e-05 4.71754736e-05 4.75614990e-05 4.91990934e-05
5.06384795e-05 5.09888739e-05 5.10848561e-05 5.13738880e-05
5.32427838e-05 5.34769357e-05 5.55038117e-05 5.83557094e-05
5.99172328e-05 6.09401169e-05 6.15205406e-05 6.38980466e-05
6.39413267e-05 6.79130301e-05 6.90256622e-05 7.03944407e-05
7.16932091e-05 7.33131782e-05 7.39613527e-05 7.52239926e-05
7.70801571e-05 7.87530785e-05 7.89005046e-05 8.07416132e-05
8.15510159e-05 8.25741890e-05 8.50824871e-05 8.56145636e-05
8.58818484e-05 8.83803564e-05 8.85458048e-05 8.90440107e-05
8.98805910e-05 9.31899867e-05 9.34226620e-05 9.67417800e-05
9.96183139e-05 1.00053991e-04 1.02388707e-04 1.05236145e-04
1.05630519e-04 1.11072583e-04 1.13251811e-04 1.14031116e-04
1.14684631e-04 1.15144319e-04 1.15605850e-04 1.16069230e-04
1.27255001e-04 1.28791364e-04 1.39041200e-04 1.42663155e-04
1.54503139e-04 1.55451849e-04 1.56269665e-04 1.56406385e-04
1.62328917e-04 1.67081831e-04 1.73484444e-04 1.82032707e-04
1.82910365e-04 1.86813490e-04 1.88217100e-04 1.88588221e-04
2.03658780e-04 2.18916126e-04 2.26075728e-04 2.29569297e-04
2.35809647e-04 2.44001880e-04 2.45379014e-04 2.53696727e-04
2.54026439e-04 2.92712299e-04 3.11178933e-04 3.25501567e-04
3.28755549e-04 3.30472978e-04 3.50017967e-04 3.59098450e-04
3.66040926e-04 3.83711622e-04 3.98491438e-04 4.32269684e-04
4.43532497e-04 5.01225556e-04 5.16234099e-04 5.21118026e-04
5.68069522e-04 6.27143347e-04 6.30880897e-04 6.36739187e-04
6.98896707e-04 7.44336141e-04 7.49118509e-04 8.01996302e-04
8.28825166e-04 8.58015300e-04 9.43029406e-04 9.67280735e-04
9.95125008e-04 1.14335255e-03 1.75020734e-03 1.86716471e-03
3.74348727e-03 5.16641385e-03 1.10962622e-02 6.66700000e+03
6.66700000e+03 6.66700000e+03 6.66700000e+03] Jy at 2.159 micron microns
Assuming T= Teff
------------------
2932.71330492906
3002.7093847679253
3011.19710296713
3011.409603039126
3023.9736866743538
3029.0994864788286
3038.304949662553
3047.1083045162154
3047.5383883395934
3048.829004068853
...
5778.862163941193
5733.506895774656
5193.997188026154
5115.269231711902
4892.405122741114
4855.908749660536
4747.458346750021
--
--
--
--
Length = 419 rows K, Flux: [5.48231164e-03 7.07945512e-03 7.32082472e-03 7.32696325e-03
7.69839645e-03 7.85482255e-03 8.14307749e-03 8.42777142e-03
8.44191076e-03 8.48447127e-03 8.54871469e-03 8.70780950e-03
8.72241867e-03 8.82537138e-03 8.94452043e-03 9.10334816e-03
9.22625010e-03 9.24172906e-03 9.27276492e-03 9.33514966e-03
9.33514966e-03 9.59695437e-03 9.62111583e-03 9.63725725e-03
9.70209421e-03 9.71837149e-03 9.71837149e-03 9.73467608e-03
9.79195786e-03 9.85783560e-03 1.00497133e-02 1.03488913e-02
1.04010660e-02 1.04798217e-02 1.05414881e-02 1.05712618e-02
1.06134138e-02 1.06698781e-02 1.07124233e-02 1.07266427e-02
1.07408810e-02 1.07765594e-02 1.07765594e-02 1.08770909e-02
1.08915288e-02 1.08987550e-02 1.09059860e-02 1.09567373e-02
1.10077248e-02 1.10077248e-02 1.10296491e-02 1.10442896e-02
1.10736289e-02 1.10956845e-02 1.11621153e-02 1.11621153e-02
1.12438488e-02 1.12438488e-02 1.12587736e-02 1.12662434e-02
1.13186712e-02 1.13939915e-02 1.14015511e-02 1.14166852e-02
1.14546085e-02 1.15155480e-02 1.15614652e-02 1.15768117e-02
1.16152668e-02 1.16461230e-02 1.16538498e-02 1.16693188e-02
1.17938126e-02 1.19512992e-02 1.19830480e-02 1.19909983e-02
1.20388114e-02 1.20788012e-02 1.21672471e-02 1.21995695e-02
1.21995695e-02 1.22157630e-02 1.24117687e-02 1.24447407e-02
1.24447407e-02 1.24612595e-02 1.24860789e-02 1.25026526e-02
1.26528096e-02 1.26612043e-02 1.27032616e-02 1.27962800e-02
1.27962800e-02 1.28302734e-02 1.28387859e-02 1.29585552e-02
1.30361392e-02 1.30707698e-02 1.32893056e-02 1.33688697e-02
1.33777395e-02 1.35204595e-02 1.36647021e-02 1.37556342e-02
1.38379902e-02 1.38839565e-02 1.39670809e-02 1.39856204e-02
1.41442036e-02 1.42666853e-02 1.43045849e-02 1.43235725e-02
1.44667848e-02 1.45148398e-02 1.45244699e-02 1.45437493e-02
1.45920599e-02 1.46308239e-02 1.46308239e-02 1.46989089e-02
1.46989089e-02 1.48360307e-02 1.48853122e-02 1.49248552e-02
1.51233294e-02 1.51874417e-02 1.52887391e-02 1.53442768e-02
1.53814139e-02 1.54093258e-02 1.54559581e-02 1.55308635e-02
1.55402521e-02 1.56250059e-02 1.56817651e-02 1.56912450e-02
1.57959027e-02 1.58150063e-02 1.58245667e-02 1.58820508e-02
1.59108711e-02 1.59686687e-02 1.60266763e-02 1.60557590e-02
1.61726187e-02 1.61921779e-02 1.63989825e-02 1.64287409e-02
1.64784582e-02 1.64884197e-02 1.64884197e-02 1.65083608e-02
1.66184685e-02 1.66889192e-02 1.67596685e-02 1.69020681e-02
1.70148019e-02 1.71905075e-02 1.73890324e-02 1.77285861e-02
1.77607572e-02 1.77929867e-02 1.78145055e-02 1.79008413e-02
1.79333250e-02 1.79333250e-02 1.80966299e-02 1.81185159e-02
1.81294688e-02 1.81623674e-02 1.84388542e-02 1.84946546e-02
1.85618380e-02 1.85730589e-02 1.86630710e-02 1.88786018e-02
1.91197172e-02 1.91775780e-02 1.91891712e-02 1.92356139e-02
1.94695194e-02 1.95166407e-02 1.95166407e-02 1.96824651e-02
1.97181818e-02 1.97301018e-02 1.97420290e-02 1.98257213e-02
1.98616980e-02 2.00789332e-02 2.02128560e-02 2.02740249e-02
2.02985443e-02 2.03722805e-02 2.05205575e-02 2.06506823e-02
2.07066309e-02 2.07189739e-02 2.09424114e-02 2.13837943e-02
2.14987886e-02 2.15757948e-02 2.16144013e-02 2.19257505e-02
2.19780763e-02 2.20305270e-02 2.20699471e-02 2.22415845e-02
2.22813823e-02 2.23611917e-02 2.25485271e-02 2.26697849e-02
2.27645471e-02 2.28460872e-02 2.28869666e-02 2.30364861e-02
2.30495456e-02 2.30495456e-02 2.30756868e-02 2.31542884e-02
2.32595071e-02 2.33255115e-02 2.34182324e-02 2.35780409e-02
2.36047814e-02 2.37254898e-02 2.44905577e-02 2.46018487e-02
2.46996432e-02 2.48822941e-02 2.50520934e-02 2.51516777e-02
2.51659363e-02 2.53951763e-02 2.54239777e-02 2.54672411e-02
2.56265044e-02 2.57137947e-02 2.57867638e-02 2.58306445e-02
2.59774537e-02 2.59774537e-02 2.60069155e-02 2.61250973e-02
2.61695538e-02 2.61843894e-02 2.62884746e-02 2.64528737e-02
2.66333909e-02 2.66635966e-02 2.69369944e-02 2.73523564e-02
2.77426594e-02 2.80589079e-02 2.80911693e-02 2.81249499e-02
2.81587711e-02 2.85506507e-02 2.85849838e-02 2.88958459e-02
2.99027209e-02 3.01191249e-02 3.01734701e-02 3.02097547e-02
3.07038893e-02 3.09446805e-02 3.09632810e-02 3.10751185e-02
3.13941902e-02 3.18119747e-02 3.20807276e-02 3.21579303e-02
3.27429038e-02 3.29600501e-02 3.32185350e-02 3.46456235e-02
3.54245445e-02 3.57667762e-02 3.61992188e-02 3.67471321e-02
3.79590938e-02 3.82797786e-02 3.84180430e-02 3.86495943e-02
3.86976757e-02 3.88191603e-02 3.88191603e-02 3.95561189e-02
3.95809237e-02 3.98048678e-02 3.99548674e-02 4.04082661e-02
4.09180794e-02 4.11753930e-02 4.16948847e-02 4.34561611e-02
4.34561611e-02 4.36746434e-02 4.46434923e-02 4.49242332e-02
4.55480931e-02 4.56910834e-02 4.58345226e-02 4.62965610e-02
4.67632570e-02 4.71754736e-02 4.75614990e-02 4.91990934e-02
5.06384795e-02 5.09888739e-02 5.10848561e-02 5.13738880e-02
5.32427838e-02 5.34769357e-02 5.55038117e-02 5.83557094e-02
5.99172328e-02 6.09401169e-02 6.15205406e-02 6.38980466e-02
6.39413267e-02 6.79130301e-02 6.90256622e-02 7.03944407e-02
7.16932091e-02 7.33131782e-02 7.39613527e-02 7.52239926e-02
7.70801571e-02 7.87530785e-02 7.89005046e-02 8.07416132e-02
8.15510159e-02 8.25741890e-02 8.50824871e-02 8.56145636e-02
8.58818484e-02 8.83803564e-02 8.85458048e-02 8.90440107e-02
8.98805910e-02 9.31899867e-02 9.34226620e-02 9.67417800e-02
9.96183139e-02 1.00053991e-01 1.02388707e-01 1.05236145e-01
1.05630519e-01 1.11072583e-01 1.13251811e-01 1.14031116e-01
1.14684631e-01 1.15144319e-01 1.15605850e-01 1.16069230e-01
1.27255001e-01 1.28791364e-01 1.39041200e-01 1.42663155e-01
1.54503139e-01 1.55451849e-01 1.56269665e-01 1.56406385e-01
1.62328917e-01 1.67081831e-01 1.73484444e-01 1.82032707e-01
1.82910365e-01 1.86813490e-01 1.88217100e-01 1.88588221e-01
2.03658780e-01 2.18916126e-01 2.26075728e-01 2.29569297e-01
2.35809647e-01 2.44001880e-01 2.45379014e-01 2.53696727e-01
2.54026439e-01 2.92712299e-01 3.11178933e-01 3.25501567e-01
3.28755549e-01 3.30472978e-01 3.50017967e-01 3.59098450e-01
3.66040926e-01 3.83711622e-01 3.98491438e-01 4.32269684e-01
4.43532497e-01 5.01225556e-01 5.16234099e-01 5.21118026e-01
5.68069522e-01 6.27143347e-01 6.30880897e-01 6.36739187e-01
6.98896707e-01 7.44336141e-01 7.49118509e-01 8.01996302e-01
8.28825166e-01 8.58015300e-01 9.43029406e-01 9.67280735e-01
9.95125008e-01 1.14335255e+00 1.75020734e+00 1.86716471e+00
3.74348727e+00 5.16641385e+00 1.10962622e+01 6.66700000e+06
6.66700000e+06 6.66700000e+06 6.66700000e+06] mJy at 2.159 micron -> Flux: [1.18021241e-03 1.48276837e-03 1.52837593e-03 1.52953414e-03
1.59946526e-03 1.62883007e-03 1.68281398e-03 1.73597357e-03
1.73860978e-03 1.74654275e-03 1.75851096e-03 1.78811728e-03
1.79083366e-03 1.80996561e-03 1.83208417e-03 1.86153057e-03
1.88428708e-03 1.88715137e-03 1.89289318e-03 1.90442990e-03
1.90442990e-03 1.95277602e-03 1.95723226e-03 1.96020879e-03
1.97216083e-03 1.97516034e-03 1.97516034e-03 1.97816448e-03
1.98871540e-03 2.00084335e-03 2.03612980e-03 2.09103890e-03
2.10060125e-03 2.11502782e-03 2.12631777e-03 2.13183778e-03
2.13969071e-03 2.15020666e-03 2.15812779e-03 2.16077470e-03
2.16342487e-03 2.17006465e-03 2.17006465e-03 2.18876550e-03
2.19145027e-03 2.19279390e-03 2.19413836e-03 2.20357288e-03
2.21304828e-03 2.21304828e-03 2.21712172e-03 2.21984155e-03
2.22529129e-03 2.22938745e-03 2.24172155e-03 2.24172155e-03
2.25688999e-03 2.25688999e-03 2.25965898e-03 2.26104476e-03
2.27076922e-03 2.28473446e-03 2.28613573e-03 2.28894088e-03
2.29596894e-03 2.30725909e-03 2.31576340e-03 2.31860518e-03
2.32572502e-03 2.33143676e-03 2.33286690e-03 2.33572983e-03
2.35876112e-03 2.38787233e-03 2.39373787e-03 2.39520653e-03
2.40403753e-03 2.41142176e-03 2.42774761e-03 2.43371186e-03
2.43371186e-03 2.43669952e-03 2.47284099e-03 2.47891688e-03
2.47891688e-03 2.48196045e-03 2.48653288e-03 2.48958588e-03
2.51723342e-03 2.51877844e-03 2.52651785e-03 2.54362901e-03
2.54362901e-03 2.54988016e-03 2.55144537e-03 2.57346015e-03
2.58771348e-03 2.59407380e-03 2.63418422e-03 2.64877646e-03
2.65040284e-03 2.67656216e-03 2.70298163e-03 2.71962707e-03
2.73469625e-03 2.74310434e-03 2.75830459e-03 2.76169394e-03
2.79067329e-03 2.81304053e-03 2.81995903e-03 2.82342471e-03
2.84955443e-03 2.85831837e-03 2.86007441e-03 2.86358976e-03
2.87239719e-03 2.87946278e-03 2.87946278e-03 2.89186972e-03
2.89186972e-03 2.91684542e-03 2.92581788e-03 2.93301587e-03
2.96927209e-03 2.98101491e-03 2.99956238e-03 3.00972807e-03
3.01652445e-03 3.02163186e-03 3.03016356e-03 3.04386471e-03
3.04558173e-03 3.06107883e-03 3.07145429e-03 3.07318696e-03
3.09231145e-03 3.09580147e-03 3.09754797e-03 3.10804778e-03
3.11331111e-03 3.12386468e-03 3.13445424e-03 3.13976256e-03
3.16108642e-03 3.16465453e-03 3.20236525e-03 3.20778928e-03
3.21684987e-03 3.21866507e-03 3.21866507e-03 3.22229858e-03
3.24235673e-03 3.25518635e-03 3.26806705e-03 3.29398249e-03
3.31448957e-03 3.34643526e-03 3.38250597e-03 3.44414298e-03
3.44997907e-03 3.45582510e-03 3.45972799e-03 3.47538395e-03
3.48127329e-03 3.48127329e-03 3.51087093e-03 3.51483636e-03
3.51682077e-03 3.52278075e-03 3.57284404e-03 3.58294226e-03
3.59509804e-03 3.59712803e-03 3.61340953e-03 3.65237583e-03
3.69593586e-03 3.70638409e-03 3.70847730e-03 3.71686203e-03
3.75907263e-03 3.76757244e-03 3.76757244e-03 3.79747432e-03
3.80391286e-03 3.80606148e-03 3.80821132e-03 3.82329444e-03
3.82977702e-03 3.86890533e-03 3.89301479e-03 3.90402354e-03
3.90843580e-03 3.92170271e-03 3.94837258e-03 3.97197406e-03
3.98190208e-03 3.98406997e-03 4.02329660e-03 4.10069181e-03
4.12083556e-03 4.13432026e-03 4.14107933e-03 4.19555552e-03
4.20470506e-03 4.21387477e-03 4.22076531e-03 4.25075616e-03
4.25770766e-03 4.27164515e-03 4.30434556e-03 4.32550075e-03
4.34202741e-03 4.35624391e-03 4.36336979e-03 4.38942497e-03
4.39170010e-03 4.39170010e-03 4.39625393e-03 4.40994408e-03
4.42826467e-03 4.43975407e-03 4.45588988e-03 4.48368928e-03
4.48833952e-03 4.50932602e-03 4.64215568e-03 4.66145150e-03
4.67840183e-03 4.71004644e-03 4.73944882e-03 4.75668579e-03
4.75915338e-03 4.79881124e-03 4.80379189e-03 4.81127268e-03
4.83880307e-03 4.85388669e-03 4.86649267e-03 4.87407213e-03
4.89942326e-03 4.89942326e-03 4.90450945e-03 4.92490763e-03
4.93257903e-03 4.93513885e-03 4.95309519e-03 4.98144579e-03
5.01256077e-03 5.01776566e-03 5.06485613e-03 5.13633054e-03
5.20341909e-03 5.25772694e-03 5.26325468e-03 5.26900958e-03
5.27477084e-03 5.34148554e-03 5.34732703e-03 5.40019237e-03
5.57111560e-03 5.60779163e-03 5.61699877e-03 5.62314535e-03
5.70679377e-03 5.74751705e-03 5.75066176e-03 5.76956667e-03
5.82347288e-03 5.89399139e-03 5.93931619e-03 5.95233081e-03
6.05086501e-03 6.08740645e-03 6.13087986e-03 6.37042691e-03
6.50084911e-03 6.55808167e-03 6.63033999e-03 6.72179702e-03
6.92372519e-03 6.97707171e-03 7.00006164e-03 7.03854864e-03
7.04642662e-03 7.06625921e-03 7.06625921e-03 7.18645275e-03
7.19049482e-03 7.22697764e-03 7.25140404e-03 7.32518820e-03
7.40806650e-03 7.44986260e-03 7.53417562e-03 7.81935559e-03
7.81935559e-03 7.85466070e-03 8.01103626e-03 8.05629368e-03
8.15677716e-03 8.17979145e-03 8.20287175e-03 8.27717455e-03
8.35216162e-03 8.41834163e-03 8.48027174e-03 8.74251706e-03
8.97240546e-03 9.02828316e-03 9.04358382e-03 9.08964410e-03
9.38694770e-03 9.42413366e-03 9.73948202e-03 1.01787140e-02
1.04183186e-02 1.05749437e-02 1.06637055e-02 1.10264539e-02
1.10330452e-02 1.16361334e-02 1.18044717e-02 1.20112118e-02
1.22070262e-02 1.24508001e-02 1.25481952e-02 1.27376913e-02
1.30157244e-02 1.32564846e-02 1.32775181e-02 1.35398195e-02
1.36549197e-02 1.38002347e-02 1.41556231e-02 1.42308584e-02
1.42686326e-02 1.46211081e-02 1.46444092e-02 1.47145454e-02
1.48322194e-02 1.52965481e-02 1.53291248e-02 1.57928767e-02
1.61933860e-02 1.62539364e-02 1.65779326e-02 1.69720061e-02
1.70264948e-02 1.77501344e-02 1.80320324e-02 1.81326799e-02
1.82170172e-02 1.82763059e-02 1.83358034e-02 1.83955104e-02
1.98284117e-02 2.00240211e-02 2.13221972e-02 2.17782325e-02
2.32181045e-02 2.33284949e-02 2.34235917e-02 2.34394841e-02
2.41263997e-02 2.46755729e-02 2.54125586e-02 2.63917665e-02
2.64920071e-02 2.69339546e-02 2.70902461e-02 2.71315490e-02
2.88021709e-02 3.04841287e-02 3.12811106e-02 3.16769541e-02
3.24077115e-02 3.33634075e-02 3.35237119e-02 3.44900788e-02
3.45283211e-02 3.90277055e-02 4.11882570e-02 4.28677460e-02
4.32484531e-02 4.34492626e-02 4.57456814e-02 4.68098570e-02
4.76217056e-02 4.97111799e-02 5.14592824e-02 5.54615463e-02
5.67941541e-02 6.36701575e-02 6.54734596e-02 6.60597416e-02
7.17236655e-02 7.88835822e-02 7.93391316e-02 8.00530111e-02
8.76398415e-02 9.32034433e-02 9.37922049e-02 1.00335182e-01
1.03658599e-01 1.07309319e-01 1.18000355e-01 1.21062007e-01
1.24598346e-01 1.43742180e-01 2.32355761e-01 2.50126099e-01
5.15326268e-01 7.14572980e-01 1.55716970e+00 nan
nan nan nan] mJy at 7.7 micron
Simulated stars in blue, sources found in green.
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.scatter(catalog_matched['xcentroid'], F770W_ABmag, color='blue', label='Simulated stars')
ax.scatter(catalog_matched['xcentroid'], catalog_matched['aper_total_abmag'], color='green', label='Sources found')
ax.legend()
plt.xlabel('X position in pixels')
plt.ylabel('AB mag')
Text(0, 0.5, 'AB mag')
Found catalog minus matched simulated AB mag vs. x position and vs. y position, with the median magnitude difference plotted as a horizontal line in red.
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.set_ylim(-1,1)
ax.scatter(catalog_matched['xcentroid'], F770W_ABmag-catalog_matched['aper_total_abmag'], color='blue')
#ax.legend()
plt.title('ABmag difference (simulated - found) vs. x position')
plt.xlabel('X position in pixels')
plt.ylabel('Delta AB mag')
ok = np.logical_and(F770W_ABmag>0, F770W_ABmag<100)
m = F770W_ABmag[ok]-catalog_matched['aper_total_abmag'][ok]
np.median(m)
plt.hlines(np.median(m), min(catalog_matched['xcentroid']), max(catalog_matched['xcentroid']), color='red')
<matplotlib.collections.LineCollection at 0x7f3b77d57610>
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.set_ylim(-1,1)
ax.scatter(catalog_matched['ycentroid'], F770W_ABmag-catalog_matched['aper_total_abmag'], color='blue')
#ax.legend()
plt.title('ABmag difference (simulated - found) vs. y position')
plt.xlabel('Y position in pixels')
plt.ylabel('Delta AB mag')
ok = np.logical_and(F770W_ABmag>0, F770W_ABmag<100)
m = F770W_ABmag[ok]-catalog_matched['aper_total_abmag'][ok]
np.median(m)
plt.hlines(np.median(m), min(catalog_matched['ycentroid']), max(catalog_matched['ycentroid']), color='red')
<matplotlib.collections.LineCollection at 0x7f3b738b7df0>
Median difference marked by line in red.
fig = plt.figure(figsize=(10, 10))
ax = plt.subplot()
ax.set_ylim(-1,1)
ax.scatter(F770W_ABmag, F770W_ABmag-catalog_matched['aper_total_abmag'], color='blue')
#ax.legend()
plt.title('Difference in AB mag (simulated-found) vs. ABmag (simulated)')
plt.xlabel('AB mag')
plt.ylabel('Delta AB mag')
ok = np.logical_and(F770W_ABmag>0, F770W_ABmag<100)
m = F770W_ABmag[ok]-catalog_matched['aper_total_abmag'][ok]
np.median(m)
plt.hlines(np.median(m), 16, 24.5, color='red')
<matplotlib.collections.LineCollection at 0x7f3b750c34f0>
Look at the matched image to see what sources were matched between the simulated and found catalogs and see if there is a pattern to which 'found' sources were not matched to the simulated catalog. Are they mostly galaxies or were the found sources in areas of confusion between two stars or sources where the source finding algorithm might not have pinpointed the actual centroid of the source. If the majority of the sources matched seem to be the stars that are clearly marked and properly found, that part of the test passes.
If the plots showing magnitudes of the matched sources show that they're close (exact criteria for 'close' TBD), then that test passes.
This test is mostly visual inspection of the images and plots. As long as nothing is obviously wrong (no columns in the table marked as all NaNs, sources found seem to be real sources, and a good number of them match the simulated sources input into the image), then this test passes.
Authors: M. Cracraft, M. Libralato and T. Temim, MIRI Branch
Updated On: 08/18/2021